output.var = params$output.var
transform.abs = FALSE
log.pred = params$log.pred
norm.pred = FALSE
algo.forward.caret = params$algo.forward.caret
algo.backward.caret = params$algo.backward.caret
algo.stepwise.caret = params$algo.stepwise.caret
algo.LASSO.caret = params$algo.LASSO.caret
algo.LARS.caret = params$algo.LARS.caret
message("Parameters used for training/prediction: ")
## Parameters used for training/prediction:
str(params)
## List of 7
## $ output.var : chr "y3"
## $ log.pred : logi TRUE
## $ algo.forward.caret : logi FALSE
## $ algo.backward.caret: logi FALSE
## $ algo.stepwise.caret: logi FALSE
## $ algo.LASSO.caret : logi TRUE
## $ algo.LARS.caret : logi TRUE
# Setup Labels
output.var.tr = if (log.pred == TRUE) paste0(output.var,'.log') else output.var.tr = output.var
feat = read.csv('../../Data/features_highprec.csv')
labels = read.csv('../../Data/labels.csv')
predictors = names(dplyr::select(feat,-JobName))
data.ori = inner_join(feat,labels,by='JobName')
#data.ori = inner_join(feat,select_at(labels,c('JobName',output.var)),by='JobName')
cc = complete.cases(data.ori)
data.notComplete = data.ori[! cc,]
data = data.ori[cc,] %>% select_at(c(predictors,output.var,'JobName'))
message('Original cases: ',nrow(data.ori))
## Original cases: 10000
message('Non-Complete cases: ',nrow(data.notComplete))
## Non-Complete cases: 3020
message('Complete cases: ',nrow(data))
## Complete cases: 6980
summary(dplyr::select_at(data,c('JobName',output.var)))
## JobName y3
## Job_00001: 1 Min. : 95.91
## Job_00002: 1 1st Qu.:118.29
## Job_00003: 1 Median :124.03
## Job_00004: 1 Mean :125.40
## Job_00007: 1 3rd Qu.:131.06
## Job_00008: 1 Max. :193.73
## (Other) :6974
The Output Variable y3 shows right skewness, so will proceed with a log transformation
df=gather(select_at(data,output.var))
ggplot(df, aes(x=value)) +
geom_histogram(aes(y=..density..),bins = 50,fill='light blue') +
geom_density()
#stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))
ggplot(gather(select_at(data,output.var)), aes(sample=value)) +
stat_qq() +
facet_wrap(~key, scales = 'free',ncol=4)
if(log.pred==TRUE) data[[output.var.tr]] = log(data[[output.var]],10) else
data[[output.var.tr]] = data[[output.var]]
df=gather(select_at(data,c(output.var,output.var.tr)))
ggplot(df, aes(value)) +
geom_histogram(aes(y=..density..),bins = 50,fill='light blue') +
geom_density() +
# stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))
facet_wrap(~key, scales = 'free',ncol=2)
ggplot(gather(select_at(data,c(output.var,output.var.tr))), aes(sample=value)) +
stat_qq() +
facet_wrap(~key, scales = 'free',ncol=4)
Normalization of y3 using bestNormalize package. (suggested orderNorm) This is cool, but I think is too far for the objective of the project
t=bestNormalize::bestNormalize(data[[output.var]])
t
## Best Normalizing transformation with 6980 Observations
## Estimated Normality Statistics (Pearson P / df, lower => more normal):
## - No transform: 2.9046
## - Box-Cox: 1.4172
## - Log_b(x+a): 1.9681
## - sqrt(x+a): 2.3835
## - exp(x): 749.8138
## - arcsinh(x): 1.9681
## - Yeo-Johnson: 1.1194
## - orderNorm: 1.0992
## Estimation method: Out-of-sample via CV with 10 folds and 5 repeats
##
## Based off these, bestNormalize chose:
## orderNorm Transformation with 6980 nonmissing obs and no ties
## - Original quantiles:
## 0% 25% 50% 75% 100%
## 95.913 118.289 124.030 131.059 193.726
qqnorm(data[[output.var]])
qqnorm(predict(t))
orderNorm() is a rank-based procedure by which the values of a vector are mapped to their percentile, which is then mapped to the same percentile of the normal distribution. Without the presence of ties, this essentially guarantees that the transformation leads to a uniform distribution
All predictors show a Fat-Tail situation, where the two tails are very tall, and a low distribution around the mean. The orderNorm transformation can help (see [Best Normalizator] section)
Histograms
cols = c('x11','x18','stat98','x7','stat110')
df=gather(select_at(data,cols))
ggplot(df, aes(value)) +
geom_histogram(aes(y=..density..),bins = 50,fill='light blue') +
geom_density() +
# stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))
facet_wrap(~key, scales = 'free',ncol=3)
# ggplot(gather(select_at(data,cols)), aes(sample=value)) +
# stat_qq()+
# facet_wrap(~key, scales = 'free',ncol=2)
lapply(select_at(data,cols),summary)
## $x11
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 9.000e-08 9.494e-08 1.001e-07 1.001e-07 1.052e-07 1.100e-07
##
## $x18
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.500 3.147 4.769 4.772 6.418 7.999
##
## $stat98
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -2.998619 -1.551882 -0.015993 -0.005946 1.528405 2.999499
##
## $x7
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.700 1.266 1.854 1.852 2.446 3.000
##
## $stat110
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -2.999543 -1.496865 -0.002193 -0.004129 1.504273 2.999563
Scatter plot vs. output variable **y3.log
d = gather(dplyr::select_at(data,c(cols,output.var.tr)),key=target,value=value,-!!output.var.tr)
ggplot(data=d, aes_string(x='value',y=output.var.tr)) +
geom_point(color='light green',alpha=0.5) +
geom_smooth() +
facet_wrap(~target, scales = 'free',ncol=3)
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
All indicators have a strong indication of Fat-Tails
df=gather(select_at(data,predictors))
ggplot(df, aes(value)) +
geom_histogram(aes(y=..density..),bins = 50,fill='light blue') +
geom_density() +
# stat_function(fun = dnorm, n = 100, args = list(mean = mean(df$value), sd = sd(df$value)))
facet_wrap(~key, scales = 'free',ncol=4)
#chart.Correlation(select(data,-JobName), pch=21)
t=as.data.frame(round(cor(dplyr::select(data,-one_of(output.var.tr,'JobName'))
,select_at(data,output.var.tr)),4)) %>%
rownames_to_column(var='variable') %>% filter(variable != !!output.var) %>% arrange(-y3.log)
#DT::datatable(t)
message("Top Positive")
## Top Positive
kable(head(arrange(t,desc(y3.log)),20))
| variable | y3.log |
|---|---|
| x18 | 0.3120 |
| x7 | 0.2091 |
| stat98 | 0.1784 |
| x9 | 0.1127 |
| x17 | 0.0611 |
| x16 | 0.0489 |
| x10 | 0.0472 |
| x21 | 0.0412 |
| x11 | 0.0322 |
| x8 | 0.0318 |
| stat156 | 0.0287 |
| stat23 | 0.0234 |
| stat100 | 0.0206 |
| stat144 | 0.0203 |
| stat59 | 0.0202 |
| stat60 | 0.0199 |
| stat195 | 0.0199 |
| stat141 | 0.0194 |
| stat73 | 0.0192 |
| stat197 | 0.0185 |
message("Top Negative")
## Top Negative
kable(head(arrange(t,y3.log),20))
| variable | y3.log |
|---|---|
| stat110 | -0.1594 |
| x4 | -0.0603 |
| stat13 | -0.0345 |
| stat41 | -0.0345 |
| stat14 | -0.0317 |
| stat149 | -0.0309 |
| stat113 | -0.0279 |
| stat4 | -0.0248 |
| stat106 | -0.0236 |
| stat146 | -0.0236 |
| stat186 | -0.0217 |
| stat91 | -0.0210 |
| stat214 | -0.0209 |
| stat5 | -0.0207 |
| stat22 | -0.0202 |
| stat39 | -0.0202 |
| stat175 | -0.0194 |
| stat187 | -0.0193 |
| stat128 | -0.0192 |
| stat37 | -0.0191 |
#chart.Correlation(select(data,-JobName), pch=21)
t=as.data.frame(round(cor(dplyr::select(data,-one_of('JobName'))),4))
#DT::datatable(t,options=list(scrollX=T))
message("Showing only 10 variables")
## Showing only 10 variables
kable(t[1:10,1:10])
| x1 | x2 | x3 | x4 | x5 | x6 | x7 | x8 | x9 | x10 | |
|---|---|---|---|---|---|---|---|---|---|---|
| x1 | 1.0000 | 0.0034 | -0.0028 | 0.0085 | 0.0068 | 0.0159 | 0.0264 | -0.0012 | 0.0142 | 0.0013 |
| x2 | 0.0034 | 1.0000 | -0.0057 | 0.0004 | -0.0094 | -0.0101 | 0.0089 | 0.0078 | 0.0049 | -0.0214 |
| x3 | -0.0028 | -0.0057 | 1.0000 | 0.0029 | 0.0046 | 0.0006 | -0.0105 | -0.0002 | 0.0167 | -0.0137 |
| x4 | 0.0085 | 0.0004 | 0.0029 | 1.0000 | -0.0059 | 0.0104 | 0.0098 | 0.0053 | 0.0061 | -0.0023 |
| x5 | 0.0068 | -0.0094 | 0.0046 | -0.0059 | 1.0000 | 0.0016 | -0.0027 | 0.0081 | 0.0259 | -0.0081 |
| x6 | 0.0159 | -0.0101 | 0.0006 | 0.0104 | 0.0016 | 1.0000 | 0.0200 | -0.0157 | 0.0117 | -0.0072 |
| x7 | 0.0264 | 0.0089 | -0.0105 | 0.0098 | -0.0027 | 0.0200 | 1.0000 | -0.0018 | -0.0069 | -0.0221 |
| x8 | -0.0012 | 0.0078 | -0.0002 | 0.0053 | 0.0081 | -0.0157 | -0.0018 | 1.0000 | 0.0142 | -0.0004 |
| x9 | 0.0142 | 0.0049 | 0.0167 | 0.0061 | 0.0259 | 0.0117 | -0.0069 | 0.0142 | 1.0000 | 0.0149 |
| x10 | 0.0013 | -0.0214 | -0.0137 | -0.0023 | -0.0081 | -0.0072 | -0.0221 | -0.0004 | 0.0149 | 1.0000 |
Scatter plots with all predictors and the output variable (y3.log)
d = gather(dplyr::select_at(data,c(predictors,output.var.tr)),key=target,value=value,-!!output.var.tr)
ggplot(data=d, aes_string(x='value',y=output.var.tr)) +
geom_point(color='light blue',alpha=0.5) +
geom_smooth() +
facet_wrap(~target, scales = 'free',ncol=4)
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
No Multicollinearity among predictors
Showing Top predictor by VIF Value
vifDF = usdm::vif(select_at(data,predictors)) %>% arrange(desc(VIF))
head(vifDF,15)
## Variables VIF
## 1 stat202 1.062159
## 2 stat52 1.061390
## 3 stat14 1.061307
## 4 stat31 1.060388
## 5 stat113 1.060054
## 6 stat178 1.058632
## 7 stat150 1.058155
## 8 stat46 1.058114
## 9 stat205 1.057705
## 10 stat56 1.057583
## 11 stat147 1.057418
## 12 stat17 1.057266
## 13 stat196 1.057183
## 14 stat100 1.057178
## 15 stat211 1.057169
data.tr=data %>%
mutate(x18.sqrt = sqrt(x18))
cols=c('x18','x18.sqrt')
# ggplot(gather(select_at(data.tr,cols)), aes(value)) +
# geom_histogram(aes(y=..density..),bins = 50,fill='light blue') +
# geom_density() +
# facet_wrap(~key, scales = 'free',ncol=4)
d = gather(dplyr::select_at(data.tr,c(cols,output.var.tr)),key=target,value=value,-!!output.var.tr)
ggplot(data=d, aes_string(x='value',y=output.var.tr)) +
geom_point(color='light blue',alpha=0.5) +
geom_smooth() +
facet_wrap(~target, scales = 'free',ncol=4)
## `geom_smooth()` using method = 'gam' and formula 'y ~ s(x, bs = "cs")'
#removing unwanted variables
data.tr=data.tr %>%
dplyr::select_at(names(data.tr)[! names(data.tr) %in% c('x18','y3','JobName')])
data=data.tr
label.names=output.var.tr
fullInteraction=TRUE
pca.vars = names(data)
pca.vars = pca.vars[!pca.vars %in% label.names]
if(fullInteraction){
pca.formula =as.formula(paste0('~(',paste0(pca.vars, collapse ='+'),')^2'))
pca.model = prcomp(formula=pca.formula,data=data[,pca.vars],center=T,scale.=T,retx = T)
#saveRDS(pca.model,'pca.model.rds')
} else {
pca.model = prcomp(x=data[,pca.vars],center=T,scale.=T,retx = T)
}
targetCumVar = .8
pca.model$var = pca.model$sdev ^ 2 #eigenvalues
pca.model$pvar = pca.model$var / sum(pca.model$var)
pca.model$cumpvar = cumsum(pca.model$pvar )
pca.model$pcaSel = pca.model$cumpvar<=targetCumVar
pca.model$pcaSelCount = sum(pca.model$pcaSel)
pca.model$pcaSelTotVar = sum(pca.model$pvar[pca.model$pcaSel])
message(pca.model$pcaSelCount, " PCAs justify ",percent(targetCumVar)," of the total Variance. (",percent(pca.model$pcaSelTotVar),")")
## 3834 PCAs justify 80.0% of the total Variance. (80.0%)
plot(pca.model$var,xlab="Principal component", ylab="Proportion of variance explained", type='b')
plot(cumsum(pca.model$pvar ),xlab="Principal component", ylab="Cumulative Proportion of variance explained", ylim=c(0,1), type='b')
screeplot(pca.model,npcs = pca.model$pcaSelCount)
screeplot(pca.model,npcs = pca.model$pcaSelCount,type='lines')
#summary(pca.model)
#pca.model$rotation
#creating dataset
data.pca = dplyr::select(data,!!label.names) %>%
dplyr::bind_cols(dplyr::select(as.data.frame(pca.model$x)
,!!colnames(pca.model$rotation)[pca.model$pcaSel])
)
data.pca = data.pca[sample(nrow(data.pca)),] # randomly shuffle data
split = sample.split(data.pca[,label.names], SplitRatio = 0.8)
data.train = subset(data.pca, split == TRUE)
data.test = subset(data.pca, split == FALSE)
plot.diagnostics <- function(model, train) {
plot(model)
residuals = resid(model) # Plotted above in plot(lm.out)
r.standard = rstandard(model)
r.student = rstudent(model)
df = data.frame(x=predict(model,train),y=r.student)
p=ggplot(data=df,aes(x=x,y=y)) +
geom_point(color='blue',alpha=0.5,shape=20,size=2) +
geom_hline(yintercept = 0,size=1)+
ylab("Student Residuals") +
xlab("Predicted Values")+
ggtitle("Student Residual Plot")
plot(p)
df = data.frame(x=predict(model,train),y=r.standard)
p=ggplot(data=df,aes(x=x,y=y)) +
geom_point(color='blue',alpha=0.5,shape=20,size=2) +
geom_hline(yintercept = c(-2,0,2),size=1)+
ylab("Student Residuals") +
xlab("Predicted Values")+
ggtitle("Student Residual Plot")
plot(p)
# Histogram
df=data.frame(r.student)
p=ggplot(data=df,aes(r.student)) +
geom_histogram(aes(y=..density..),bins = 50,fill='blue',alpha=0.6) +
stat_function(fun = dnorm, n = 100, args = list(mean = 0, sd = 1)) +
ylab("Density")+
xlab("Studentized Residuals")+
ggtitle("Distribution of Studentized Residuals")
plot(p)
# http://www.stat.columbia.edu/~martin/W2024/R7.pdf
# Influential plots
inf.meas = influence.measures(model)
# print (summary(inf.meas)) # too much data
# Leverage plot
lev = hat(model.matrix(model))
df=tibble::rownames_to_column(as.data.frame(lev),'id')
p=ggplot(data=df,aes(x=as.numeric(id),y=lev)) +
geom_point(color='blue',alpha=0.5,shape=20,size=2) +
ylab('Leverage - check') +
xlab('Index')
plot(p)
# Cook's Distance
cd = cooks.distance(model)
df=tibble::rownames_to_column(as.data.frame(cd),'id')
p=ggplot(data=df,aes(x=as.numeric(id),y=cd)) +
geom_point(color='blue',alpha=0.5,shape=20,size=2) +
geom_text(data=filter(df,cd>15/nrow(train)),aes(label=id),check_overlap=T,size=3,vjust=-.5)+
ylab('Cooks distances') +
geom_hline(yintercept = c(4/nrow(train),0),size=1)+
xlab('Index')
plot(p)
print (paste("Number of data points that have Cook's D > 4/n: ", length(cd[cd > 4/nrow(train)]), sep = ""))
print (paste("Number of data points that have Cook's D > 1: ", length(cd[cd > 1]), sep = ""))
return(cd)
}
# function to set up random seeds
# Based on http://jaehyeon-kim.github.io/2015/05/Setup-Random-Seeds-on-Caret-Package.html
setCaretSeeds <- function(method = "cv", numbers = 1, repeats = 1, tunes = NULL, seed = 1701) {
#B is the number of resamples and integer vector of M (numbers + tune length if any)
B <- if (method == "cv") numbers
else if(method == "repeatedcv") numbers * repeats
else NULL
if(is.null(length)) {
seeds <- NULL
} else {
set.seed(seed = seed)
seeds <- vector(mode = "list", length = B)
seeds <- lapply(seeds, function(x) sample.int(n = 1000000
, size = numbers + ifelse(is.null(tunes), 0, tunes)))
seeds[[length(seeds) + 1]] <- sample.int(n = 1000000, size = 1)
}
# return seeds
seeds
}
train.caret.glmselect = function(formula, data, method
,subopt = NULL, feature.names
, train.control = NULL, tune.grid = NULL, pre.proc = NULL){
if(is.null(train.control)){
train.control <- trainControl(method = "cv"
,number = 10
,seeds = setCaretSeeds(method = "cv"
, numbers = 10
, seed = 1701)
,search = "grid"
,verboseIter = TRUE
,allowParallel = TRUE
)
}
if(is.null(tune.grid)){
if (method == 'leapForward' | method == 'leapBackward' | method == 'leapSeq'){
tune.grid = data.frame(nvmax = 1:length(feature.names))
}
if (method == 'glmnet' && subopt == 'LASSO'){
# Will only show 1 Lambda value during training, but that is OK
# https://stackoverflow.com/questions/47526544/why-need-to-tune-lambda-with-carettrain-method-glmnet-and-cv-glmnet
# Another option for LASSO is this: https://github.com/topepo/caret/blob/master/RegressionTests/Code/lasso.R
lambda = 10^seq(-2,0, length =100)
alpha = c(1)
tune.grid = expand.grid(alpha = alpha,lambda = lambda)
}
if (method == 'lars'){
# https://github.com/topepo/caret/blob/master/RegressionTests/Code/lars.R
fraction = seq(0, 1, length = 100)
tune.grid = expand.grid(fraction = fraction)
pre.proc = c("center", "scale")
}
}
# http://sshaikh.org/2015/05/06/parallelize-machine-learning-in-r-with-multi-core-cpus/
cl <- makeCluster(ceiling(detectCores()*0.90)) # use 75% of cores only, leave rest for other tasks
registerDoParallel(cl)
set.seed(1)
# note that the seed has to actually be set just before this function is called
# settign is above just not ensure reproducibility for some reason
model.caret <- caret::train(formula
, data = data
, method = method
, tuneGrid = tune.grid
, trControl = train.control
, preProc = pre.proc
)
stopCluster(cl)
registerDoSEQ() # register sequential engine in case you are not using this function anymore
if (method == 'leapForward' | method == 'leapBackward' | method == 'leapSeq'){
print("All models results")
print(model.caret$results) # all model results
print("Best Model")
print(model.caret$bestTune) # best model
model = model.caret$finalModel
# Metrics Plot
dataPlot = model.caret$results %>%
gather(key='metric',value='value',-nvmax) %>%
dplyr::filter(metric %in% c('MAE','RMSE','Rsquared'))
metricsPlot = ggplot(data=dataPlot,aes(x=nvmax,y=value) ) +
geom_line(color='lightblue4') +
geom_point(color='blue',alpha=0.7,size=.9) +
facet_wrap(~metric,ncol=2,scales='free_y')+
theme_light()
plot(metricsPlot)
# Residuals Plot
# leap function does not support studentized residuals
dataPlot=data.frame(pred=predict(model.caret,data),res=resid(model.caret))
residPlot = ggplot(dataPlot,aes(x=pred,y=res)) +
geom_point(color='light blue',alpha=0.7) +
geom_smooth(method="lm")+
theme_light()
plot(residPlot)
residHistogram = ggplot(dataPlot,aes(x=res)) +
geom_histogram(aes(y=..density..),fill='light blue',alpha=1) +
#geom_density(color='lightblue4') +
stat_function(fun = dnorm, n = 100, args = list(mean = mean(dataPlot$res)
, sd = sd(dataPlot$res)),color='lightblue4')
theme_light()
plot(residHistogram)
id = rownames(model.caret$bestTune)
# Provides the coefficients of the best model
# regsubsets doens return a full model (see documentation of regsubset), so we need to recalcualte themodel
# https://stackoverflow.com/questions/13063762/how-to-obtain-a-lm-object-from-regsubsets
print("Coefficients of final model:")
coefs <- coef(model, id=id)
#calculate the model to the the coef intervals
nams <- names(coefs)
nams <- nams[!nams %in% "(Intercept)"]
response <- as.character(formula[[2]])
form <- as.formula(paste(response, paste(nams, collapse = " + "), sep = " ~ "))
mod <- lm(form, data = data)
#coefs
#coef(mod)
print(car::Confint(mod))
return(list(model = model,id = id, residPlot = residPlot, residHistogram=residHistogram
,modelLM=mod))
}
if (method == 'glmnet' && subopt == 'LASSO'){
print(model.caret)
print(plot(model.caret))
print(model.caret$bestTune)
print(model.caret$results)
model=model.caret$finalModel
# Metrics Plot
dataPlot = model.caret$results %>%
gather(key='metric',value='value',-lambda) %>%
dplyr::filter(metric %in% c('MAE','RMSE','Rsquared'))
metricsPlot = ggplot(data=dataPlot,aes(x=lambda,y=value) ) +
geom_line(color='lightblue4') +
geom_point(color='blue',alpha=0.7,size=.9) +
facet_wrap(~metric,ncol=2,scales='free_y')+
theme_light()
plot(metricsPlot)
# Residuals Plot
dataPlot=data.frame(pred=predict(model.caret,data),res=resid(model.caret))
residPlot = ggplot(dataPlot,aes(x=pred,y=res)) +
geom_point(color='light blue',alpha=0.7) +
geom_smooth(method="lm")+
theme_light()
plot(residPlot)
residHistogram = ggplot(dataPlot,aes(x=res)) +
geom_histogram(aes(y=..density..),fill='light blue',alpha=1) +
#geom_density(color='lightblue4') +
stat_function(fun = dnorm, n = 100, args = list(mean = mean(dataPlot$res)
, sd = sd(dataPlot$res)),color='lightblue4')
theme_light()
plot(residHistogram)
print("Coefficients")
#no interval for glmnet: https://stackoverflow.com/questions/39750965/confidence-intervals-for-ridge-regression
t=coef(model,s=model.caret$bestTune$lambda)
model.coef = t[which(t[,1]!=0),]
print(as.data.frame(model.coef))
id = NULL # not really needed but added for consistency
return(list(model = model.caret,id = id, residPlot = residPlot, metricsPlot=metricsPlot ))
}
if (method == 'lars'){
print(model.caret)
print(plot(model.caret))
print(model.caret$bestTune)
# Metrics Plot
dataPlot = model.caret$results %>%
gather(key='metric',value='value',-fraction) %>%
dplyr::filter(metric %in% c('MAE','RMSE','Rsquared'))
metricsPlot = ggplot(data=dataPlot,aes(x=fraction,y=value) ) +
geom_line(color='lightblue4') +
geom_point(color='blue',alpha=0.7,size=.9) +
facet_wrap(~metric,ncol=2,scales='free_y')+
theme_light()
plot(metricsPlot)
# Residuals Plot
dataPlot=data.frame(pred=predict(model.caret,data),res=resid(model.caret))
residPlot = ggplot(dataPlot,aes(x=pred,y=res)) +
geom_point(color='light blue',alpha=0.7) +
geom_smooth(method="lm")+
theme_light()
plot(residPlot)
residHistogram = ggplot(dataPlot,aes(x=res)) +
geom_histogram(aes(y=..density..),fill='light blue',alpha=1) +
#geom_density(color='lightblue4') +
stat_function(fun = dnorm, n = 100, args = list(mean = mean(dataPlot$res)
, sd = sd(dataPlot$res)),color='lightblue4')
theme_light()
plot(residHistogram)
print("Coefficients")
t=coef(model.caret$finalModel,s=model.caret$bestTune$fraction,mode='fraction')
model.coef = t[which(t!=0)]
print(model.coef)
id = NULL # not really needed but added for consistency
return(list(model = model.caret,id = id, residPlot = residPlot, residHistogram=residHistogram))
}
}
# https://stackoverflow.com/questions/48265743/linear-model-subset-selection-goodness-of-fit-with-k-fold-cross-validation
# changed slightly since call[[2]] was just returning "formula" without actually returnign the value in formula
predict.regsubsets <- function(object, newdata, id, formula, ...) {
#form <- as.formula(object$call[[2]])
mat <- model.matrix(formula, newdata) # adds intercept and expands any interaction terms
coefi <- coef(object, id = id)
xvars <- names(coefi)
return(mat[,xvars]%*%coefi)
}
test.model = function(model, test, level=0.95
,draw.limits = FALSE, good = 0.1, ok = 0.15
,method = NULL, subopt = NULL
,id = NULL, formula, feature.names, label.names
,transformation = NULL){
## if using caret for glm select equivalent functionality,
## need to pass formula (full is ok as it will select subset of variables from there)
if (is.null(method)){
pred = predict(model, newdata=test, interval="confidence", level = level)
}
if (method == 'leapForward' | method == 'leapBackward' | method == 'leapSeq'){
pred = predict.regsubsets(model, newdata = test, id = id, formula = formula)
}
if (method == 'glmnet' && subopt == 'LASSO'){
xtest = as.matrix(test[,feature.names])
pred=as.data.frame(predict(model, xtest))
}
if (method == 'lars'){
pred=as.data.frame(predict(model, newdata = test))
}
# Summary of predicted values
print ("Summary of predicted values: ")
print(summary(pred[,1]))
test.mse = mean((test[,label.names]-pred[,1])^2)
print (paste(method, subopt, "Test MSE:", test.mse, sep=" "))
if(log.pred == TRUE || norm.pred == TRUE){
# plot transformewd comparison first
df=data.frame(x=test[,label.names],y=pred[,1])
ggplot(df,aes(x=x,y=y)) +
geom_point(color='blue',alpha=0.5,shape=20,size=2) +
geom_abline(slope=1,intercept=0,color='black',size=1) +
#scale_y_continuous(limits=c(min(df),max(df)))+
xlab("Actual (Transformed)")+
ylab("Predicted (Transformed)")
}
if (log.pred == FALSE && norm.pred == FALSE){
x = test[,label.names]
y = pred[,1]
}
if (log.pred == TRUE){
x = 10^test[,label.names]
y = 10^pred[,1]
}
if (norm.pred == TRUE){
x = predict(transformation, test[,label.names], inverse = TRUE)
y = predict(transformation, pred[,1], inverse = TRUE)
}
df=data.frame(x,y)
ggplot(df,aes(x,y)) +
geom_point(color='blue',alpha=0.5,shape=20,size=2) +
geom_abline(slope=c(1+good,1-good,1+ok,1-ok)
,intercept=rep(0,4),color=c('dark green','dark green','dark red','dark red'),size=1,alpha=0.8) +
#scale_y_continuous(limits=c(min(df),max(df)))+
xlab("Actual")+
ylab("Predicted")
}
n <- names(data.train)
formula <- as.formula(paste(paste(n[n %in% label.names], collapse = " + ")
," ~", paste(n[!n %in% label.names], collapse = " + ")))
grand.mean.formula = as.formula(paste(paste(n[n %in% label.names], collapse = " + ")," ~ 1"))
print(formula)
## y3.log ~ PC1 + PC2 + PC3 + PC4 + PC5 + PC6 + PC7 + PC8 + PC9 +
## PC10 + PC11 + PC12 + PC13 + PC14 + PC15 + PC16 + PC17 + PC18 +
## PC19 + PC20 + PC21 + PC22 + PC23 + PC24 + PC25 + PC26 + PC27 +
## PC28 + PC29 + PC30 + PC31 + PC32 + PC33 + PC34 + PC35 + PC36 +
## PC37 + PC38 + PC39 + PC40 + PC41 + PC42 + PC43 + PC44 + PC45 +
## PC46 + PC47 + PC48 + PC49 + PC50 + PC51 + PC52 + PC53 + PC54 +
## PC55 + PC56 + PC57 + PC58 + PC59 + PC60 + PC61 + PC62 + PC63 +
## PC64 + PC65 + PC66 + PC67 + PC68 + PC69 + PC70 + PC71 + PC72 +
## PC73 + PC74 + PC75 + PC76 + PC77 + PC78 + PC79 + PC80 + PC81 +
## PC82 + PC83 + PC84 + PC85 + PC86 + PC87 + PC88 + PC89 + PC90 +
## PC91 + PC92 + PC93 + PC94 + PC95 + PC96 + PC97 + PC98 + PC99 +
## PC100 + PC101 + PC102 + PC103 + PC104 + PC105 + PC106 + PC107 +
## PC108 + PC109 + PC110 + PC111 + PC112 + PC113 + PC114 + PC115 +
## PC116 + PC117 + PC118 + PC119 + PC120 + PC121 + PC122 + PC123 +
## PC124 + PC125 + PC126 + PC127 + PC128 + PC129 + PC130 + PC131 +
## PC132 + PC133 + PC134 + PC135 + PC136 + PC137 + PC138 + PC139 +
## PC140 + PC141 + PC142 + PC143 + PC144 + PC145 + PC146 + PC147 +
## PC148 + PC149 + PC150 + PC151 + PC152 + PC153 + PC154 + PC155 +
## PC156 + PC157 + PC158 + PC159 + PC160 + PC161 + PC162 + PC163 +
## PC164 + PC165 + PC166 + PC167 + PC168 + PC169 + PC170 + PC171 +
## PC172 + PC173 + PC174 + PC175 + PC176 + PC177 + PC178 + PC179 +
## PC180 + PC181 + PC182 + PC183 + PC184 + PC185 + PC186 + PC187 +
## PC188 + PC189 + PC190 + PC191 + PC192 + PC193 + PC194 + PC195 +
## PC196 + PC197 + PC198 + PC199 + PC200 + PC201 + PC202 + PC203 +
## PC204 + PC205 + PC206 + PC207 + PC208 + PC209 + PC210 + PC211 +
## PC212 + PC213 + PC214 + PC215 + PC216 + PC217 + PC218 + PC219 +
## PC220 + PC221 + PC222 + PC223 + PC224 + PC225 + PC226 + PC227 +
## PC228 + PC229 + PC230 + PC231 + PC232 + PC233 + PC234 + PC235 +
## PC236 + PC237 + PC238 + PC239 + PC240 + PC241 + PC242 + PC243 +
## PC244 + PC245 + PC246 + PC247 + PC248 + PC249 + PC250 + PC251 +
## PC252 + PC253 + PC254 + PC255 + PC256 + PC257 + PC258 + PC259 +
## PC260 + PC261 + PC262 + PC263 + PC264 + PC265 + PC266 + PC267 +
## PC268 + PC269 + PC270 + PC271 + PC272 + PC273 + PC274 + PC275 +
## PC276 + PC277 + PC278 + PC279 + PC280 + PC281 + PC282 + PC283 +
## PC284 + PC285 + PC286 + PC287 + PC288 + PC289 + PC290 + PC291 +
## PC292 + PC293 + PC294 + PC295 + PC296 + PC297 + PC298 + PC299 +
## PC300 + PC301 + PC302 + PC303 + PC304 + PC305 + PC306 + PC307 +
## PC308 + PC309 + PC310 + PC311 + PC312 + PC313 + PC314 + PC315 +
## PC316 + PC317 + PC318 + PC319 + PC320 + PC321 + PC322 + PC323 +
## PC324 + PC325 + PC326 + PC327 + PC328 + PC329 + PC330 + PC331 +
## PC332 + PC333 + PC334 + PC335 + PC336 + PC337 + PC338 + PC339 +
## PC340 + PC341 + PC342 + PC343 + PC344 + PC345 + PC346 + PC347 +
## PC348 + PC349 + PC350 + PC351 + PC352 + PC353 + PC354 + PC355 +
## PC356 + PC357 + PC358 + PC359 + PC360 + PC361 + PC362 + PC363 +
## PC364 + PC365 + PC366 + PC367 + PC368 + PC369 + PC370 + PC371 +
## PC372 + PC373 + PC374 + PC375 + PC376 + PC377 + PC378 + PC379 +
## PC380 + PC381 + PC382 + PC383 + PC384 + PC385 + PC386 + PC387 +
## PC388 + PC389 + PC390 + PC391 + PC392 + PC393 + PC394 + PC395 +
## PC396 + PC397 + PC398 + PC399 + PC400 + PC401 + PC402 + PC403 +
## PC404 + PC405 + PC406 + PC407 + PC408 + PC409 + PC410 + PC411 +
## PC412 + PC413 + PC414 + PC415 + PC416 + PC417 + PC418 + PC419 +
## PC420 + PC421 + PC422 + PC423 + PC424 + PC425 + PC426 + PC427 +
## PC428 + PC429 + PC430 + PC431 + PC432 + PC433 + PC434 + PC435 +
## PC436 + PC437 + PC438 + PC439 + PC440 + PC441 + PC442 + PC443 +
## PC444 + PC445 + PC446 + PC447 + PC448 + PC449 + PC450 + PC451 +
## PC452 + PC453 + PC454 + PC455 + PC456 + PC457 + PC458 + PC459 +
## PC460 + PC461 + PC462 + PC463 + PC464 + PC465 + PC466 + PC467 +
## PC468 + PC469 + PC470 + PC471 + PC472 + PC473 + PC474 + PC475 +
## PC476 + PC477 + PC478 + PC479 + PC480 + PC481 + PC482 + PC483 +
## PC484 + PC485 + PC486 + PC487 + PC488 + PC489 + PC490 + PC491 +
## PC492 + PC493 + PC494 + PC495 + PC496 + PC497 + PC498 + PC499 +
## PC500 + PC501 + PC502 + PC503 + PC504 + PC505 + PC506 + PC507 +
## PC508 + PC509 + PC510 + PC511 + PC512 + PC513 + PC514 + PC515 +
## PC516 + PC517 + PC518 + PC519 + PC520 + PC521 + PC522 + PC523 +
## PC524 + PC525 + PC526 + PC527 + PC528 + PC529 + PC530 + PC531 +
## PC532 + PC533 + PC534 + PC535 + PC536 + PC537 + PC538 + PC539 +
## PC540 + PC541 + PC542 + PC543 + PC544 + PC545 + PC546 + PC547 +
## PC548 + PC549 + PC550 + PC551 + PC552 + PC553 + PC554 + PC555 +
## PC556 + PC557 + PC558 + PC559 + PC560 + PC561 + PC562 + PC563 +
## PC564 + PC565 + PC566 + PC567 + PC568 + PC569 + PC570 + PC571 +
## PC572 + PC573 + PC574 + PC575 + PC576 + PC577 + PC578 + PC579 +
## PC580 + PC581 + PC582 + PC583 + PC584 + PC585 + PC586 + PC587 +
## PC588 + PC589 + PC590 + PC591 + PC592 + PC593 + PC594 + PC595 +
## PC596 + PC597 + PC598 + PC599 + PC600 + PC601 + PC602 + PC603 +
## PC604 + PC605 + PC606 + PC607 + PC608 + PC609 + PC610 + PC611 +
## PC612 + PC613 + PC614 + PC615 + PC616 + PC617 + PC618 + PC619 +
## PC620 + PC621 + PC622 + PC623 + PC624 + PC625 + PC626 + PC627 +
## PC628 + PC629 + PC630 + PC631 + PC632 + PC633 + PC634 + PC635 +
## PC636 + PC637 + PC638 + PC639 + PC640 + PC641 + PC642 + PC643 +
## PC644 + PC645 + PC646 + PC647 + PC648 + PC649 + PC650 + PC651 +
## PC652 + PC653 + PC654 + PC655 + PC656 + PC657 + PC658 + PC659 +
## PC660 + PC661 + PC662 + PC663 + PC664 + PC665 + PC666 + PC667 +
## PC668 + PC669 + PC670 + PC671 + PC672 + PC673 + PC674 + PC675 +
## PC676 + PC677 + PC678 + PC679 + PC680 + PC681 + PC682 + PC683 +
## PC684 + PC685 + PC686 + PC687 + PC688 + PC689 + PC690 + PC691 +
## PC692 + PC693 + PC694 + PC695 + PC696 + PC697 + PC698 + PC699 +
## PC700 + PC701 + PC702 + PC703 + PC704 + PC705 + PC706 + PC707 +
## PC708 + PC709 + PC710 + PC711 + PC712 + PC713 + PC714 + PC715 +
## PC716 + PC717 + PC718 + PC719 + PC720 + PC721 + PC722 + PC723 +
## PC724 + PC725 + PC726 + PC727 + PC728 + PC729 + PC730 + PC731 +
## PC732 + PC733 + PC734 + PC735 + PC736 + PC737 + PC738 + PC739 +
## PC740 + PC741 + PC742 + PC743 + PC744 + PC745 + PC746 + PC747 +
## PC748 + PC749 + PC750 + PC751 + PC752 + PC753 + PC754 + PC755 +
## PC756 + PC757 + PC758 + PC759 + PC760 + PC761 + PC762 + PC763 +
## PC764 + PC765 + PC766 + PC767 + PC768 + PC769 + PC770 + PC771 +
## PC772 + PC773 + PC774 + PC775 + PC776 + PC777 + PC778 + PC779 +
## PC780 + PC781 + PC782 + PC783 + PC784 + PC785 + PC786 + PC787 +
## PC788 + PC789 + PC790 + PC791 + PC792 + PC793 + PC794 + PC795 +
## PC796 + PC797 + PC798 + PC799 + PC800 + PC801 + PC802 + PC803 +
## PC804 + PC805 + PC806 + PC807 + PC808 + PC809 + PC810 + PC811 +
## PC812 + PC813 + PC814 + PC815 + PC816 + PC817 + PC818 + PC819 +
## PC820 + PC821 + PC822 + PC823 + PC824 + PC825 + PC826 + PC827 +
## PC828 + PC829 + PC830 + PC831 + PC832 + PC833 + PC834 + PC835 +
## PC836 + PC837 + PC838 + PC839 + PC840 + PC841 + PC842 + PC843 +
## PC844 + PC845 + PC846 + PC847 + PC848 + PC849 + PC850 + PC851 +
## PC852 + PC853 + PC854 + PC855 + PC856 + PC857 + PC858 + PC859 +
## PC860 + PC861 + PC862 + PC863 + PC864 + PC865 + PC866 + PC867 +
## PC868 + PC869 + PC870 + PC871 + PC872 + PC873 + PC874 + PC875 +
## PC876 + PC877 + PC878 + PC879 + PC880 + PC881 + PC882 + PC883 +
## PC884 + PC885 + PC886 + PC887 + PC888 + PC889 + PC890 + PC891 +
## PC892 + PC893 + PC894 + PC895 + PC896 + PC897 + PC898 + PC899 +
## PC900 + PC901 + PC902 + PC903 + PC904 + PC905 + PC906 + PC907 +
## PC908 + PC909 + PC910 + PC911 + PC912 + PC913 + PC914 + PC915 +
## PC916 + PC917 + PC918 + PC919 + PC920 + PC921 + PC922 + PC923 +
## PC924 + PC925 + PC926 + PC927 + PC928 + PC929 + PC930 + PC931 +
## PC932 + PC933 + PC934 + PC935 + PC936 + PC937 + PC938 + PC939 +
## PC940 + PC941 + PC942 + PC943 + PC944 + PC945 + PC946 + PC947 +
## PC948 + PC949 + PC950 + PC951 + PC952 + PC953 + PC954 + PC955 +
## PC956 + PC957 + PC958 + PC959 + PC960 + PC961 + PC962 + PC963 +
## PC964 + PC965 + PC966 + PC967 + PC968 + PC969 + PC970 + PC971 +
## PC972 + PC973 + PC974 + PC975 + PC976 + PC977 + PC978 + PC979 +
## PC980 + PC981 + PC982 + PC983 + PC984 + PC985 + PC986 + PC987 +
## PC988 + PC989 + PC990 + PC991 + PC992 + PC993 + PC994 + PC995 +
## PC996 + PC997 + PC998 + PC999 + PC1000 + PC1001 + PC1002 +
## PC1003 + PC1004 + PC1005 + PC1006 + PC1007 + PC1008 + PC1009 +
## PC1010 + PC1011 + PC1012 + PC1013 + PC1014 + PC1015 + PC1016 +
## PC1017 + PC1018 + PC1019 + PC1020 + PC1021 + PC1022 + PC1023 +
## PC1024 + PC1025 + PC1026 + PC1027 + PC1028 + PC1029 + PC1030 +
## PC1031 + PC1032 + PC1033 + PC1034 + PC1035 + PC1036 + PC1037 +
## PC1038 + PC1039 + PC1040 + PC1041 + PC1042 + PC1043 + PC1044 +
## PC1045 + PC1046 + PC1047 + PC1048 + PC1049 + PC1050 + PC1051 +
## PC1052 + PC1053 + PC1054 + PC1055 + PC1056 + PC1057 + PC1058 +
## PC1059 + PC1060 + PC1061 + PC1062 + PC1063 + PC1064 + PC1065 +
## PC1066 + PC1067 + PC1068 + PC1069 + PC1070 + PC1071 + PC1072 +
## PC1073 + PC1074 + PC1075 + PC1076 + PC1077 + PC1078 + PC1079 +
## PC1080 + PC1081 + PC1082 + PC1083 + PC1084 + PC1085 + PC1086 +
## PC1087 + PC1088 + PC1089 + PC1090 + PC1091 + PC1092 + PC1093 +
## PC1094 + PC1095 + PC1096 + PC1097 + PC1098 + PC1099 + PC1100 +
## PC1101 + PC1102 + PC1103 + PC1104 + PC1105 + PC1106 + PC1107 +
## PC1108 + PC1109 + PC1110 + PC1111 + PC1112 + PC1113 + PC1114 +
## PC1115 + PC1116 + PC1117 + PC1118 + PC1119 + PC1120 + PC1121 +
## PC1122 + PC1123 + PC1124 + PC1125 + PC1126 + PC1127 + PC1128 +
## PC1129 + PC1130 + PC1131 + PC1132 + PC1133 + PC1134 + PC1135 +
## PC1136 + PC1137 + PC1138 + PC1139 + PC1140 + PC1141 + PC1142 +
## PC1143 + PC1144 + PC1145 + PC1146 + PC1147 + PC1148 + PC1149 +
## PC1150 + PC1151 + PC1152 + PC1153 + PC1154 + PC1155 + PC1156 +
## PC1157 + PC1158 + PC1159 + PC1160 + PC1161 + PC1162 + PC1163 +
## PC1164 + PC1165 + PC1166 + PC1167 + PC1168 + PC1169 + PC1170 +
## PC1171 + PC1172 + PC1173 + PC1174 + PC1175 + PC1176 + PC1177 +
## PC1178 + PC1179 + PC1180 + PC1181 + PC1182 + PC1183 + PC1184 +
## PC1185 + PC1186 + PC1187 + PC1188 + PC1189 + PC1190 + PC1191 +
## PC1192 + PC1193 + PC1194 + PC1195 + PC1196 + PC1197 + PC1198 +
## PC1199 + PC1200 + PC1201 + PC1202 + PC1203 + PC1204 + PC1205 +
## PC1206 + PC1207 + PC1208 + PC1209 + PC1210 + PC1211 + PC1212 +
## PC1213 + PC1214 + PC1215 + PC1216 + PC1217 + PC1218 + PC1219 +
## PC1220 + PC1221 + PC1222 + PC1223 + PC1224 + PC1225 + PC1226 +
## PC1227 + PC1228 + PC1229 + PC1230 + PC1231 + PC1232 + PC1233 +
## PC1234 + PC1235 + PC1236 + PC1237 + PC1238 + PC1239 + PC1240 +
## PC1241 + PC1242 + PC1243 + PC1244 + PC1245 + PC1246 + PC1247 +
## PC1248 + PC1249 + PC1250 + PC1251 + PC1252 + PC1253 + PC1254 +
## PC1255 + PC1256 + PC1257 + PC1258 + PC1259 + PC1260 + PC1261 +
## PC1262 + PC1263 + PC1264 + PC1265 + PC1266 + PC1267 + PC1268 +
## PC1269 + PC1270 + PC1271 + PC1272 + PC1273 + PC1274 + PC1275 +
## PC1276 + PC1277 + PC1278 + PC1279 + PC1280 + PC1281 + PC1282 +
## PC1283 + PC1284 + PC1285 + PC1286 + PC1287 + PC1288 + PC1289 +
## PC1290 + PC1291 + PC1292 + PC1293 + PC1294 + PC1295 + PC1296 +
## PC1297 + PC1298 + PC1299 + PC1300 + PC1301 + PC1302 + PC1303 +
## PC1304 + PC1305 + PC1306 + PC1307 + PC1308 + PC1309 + PC1310 +
## PC1311 + PC1312 + PC1313 + PC1314 + PC1315 + PC1316 + PC1317 +
## PC1318 + PC1319 + PC1320 + PC1321 + PC1322 + PC1323 + PC1324 +
## PC1325 + PC1326 + PC1327 + PC1328 + PC1329 + PC1330 + PC1331 +
## PC1332 + PC1333 + PC1334 + PC1335 + PC1336 + PC1337 + PC1338 +
## PC1339 + PC1340 + PC1341 + PC1342 + PC1343 + PC1344 + PC1345 +
## PC1346 + PC1347 + PC1348 + PC1349 + PC1350 + PC1351 + PC1352 +
## PC1353 + PC1354 + PC1355 + PC1356 + PC1357 + PC1358 + PC1359 +
## PC1360 + PC1361 + PC1362 + PC1363 + PC1364 + PC1365 + PC1366 +
## PC1367 + PC1368 + PC1369 + PC1370 + PC1371 + PC1372 + PC1373 +
## PC1374 + PC1375 + PC1376 + PC1377 + PC1378 + PC1379 + PC1380 +
## PC1381 + PC1382 + PC1383 + PC1384 + PC1385 + PC1386 + PC1387 +
## PC1388 + PC1389 + PC1390 + PC1391 + PC1392 + PC1393 + PC1394 +
## PC1395 + PC1396 + PC1397 + PC1398 + PC1399 + PC1400 + PC1401 +
## PC1402 + PC1403 + PC1404 + PC1405 + PC1406 + PC1407 + PC1408 +
## PC1409 + PC1410 + PC1411 + PC1412 + PC1413 + PC1414 + PC1415 +
## PC1416 + PC1417 + PC1418 + PC1419 + PC1420 + PC1421 + PC1422 +
## PC1423 + PC1424 + PC1425 + PC1426 + PC1427 + PC1428 + PC1429 +
## PC1430 + PC1431 + PC1432 + PC1433 + PC1434 + PC1435 + PC1436 +
## PC1437 + PC1438 + PC1439 + PC1440 + PC1441 + PC1442 + PC1443 +
## PC1444 + PC1445 + PC1446 + PC1447 + PC1448 + PC1449 + PC1450 +
## PC1451 + PC1452 + PC1453 + PC1454 + PC1455 + PC1456 + PC1457 +
## PC1458 + PC1459 + PC1460 + PC1461 + PC1462 + PC1463 + PC1464 +
## PC1465 + PC1466 + PC1467 + PC1468 + PC1469 + PC1470 + PC1471 +
## PC1472 + PC1473 + PC1474 + PC1475 + PC1476 + PC1477 + PC1478 +
## PC1479 + PC1480 + PC1481 + PC1482 + PC1483 + PC1484 + PC1485 +
## PC1486 + PC1487 + PC1488 + PC1489 + PC1490 + PC1491 + PC1492 +
## PC1493 + PC1494 + PC1495 + PC1496 + PC1497 + PC1498 + PC1499 +
## PC1500 + PC1501 + PC1502 + PC1503 + PC1504 + PC1505 + PC1506 +
## PC1507 + PC1508 + PC1509 + PC1510 + PC1511 + PC1512 + PC1513 +
## PC1514 + PC1515 + PC1516 + PC1517 + PC1518 + PC1519 + PC1520 +
## PC1521 + PC1522 + PC1523 + PC1524 + PC1525 + PC1526 + PC1527 +
## PC1528 + PC1529 + PC1530 + PC1531 + PC1532 + PC1533 + PC1534 +
## PC1535 + PC1536 + PC1537 + PC1538 + PC1539 + PC1540 + PC1541 +
## PC1542 + PC1543 + PC1544 + PC1545 + PC1546 + PC1547 + PC1548 +
## PC1549 + PC1550 + PC1551 + PC1552 + PC1553 + PC1554 + PC1555 +
## PC1556 + PC1557 + PC1558 + PC1559 + PC1560 + PC1561 + PC1562 +
## PC1563 + PC1564 + PC1565 + PC1566 + PC1567 + PC1568 + PC1569 +
## PC1570 + PC1571 + PC1572 + PC1573 + PC1574 + PC1575 + PC1576 +
## PC1577 + PC1578 + PC1579 + PC1580 + PC1581 + PC1582 + PC1583 +
## PC1584 + PC1585 + PC1586 + PC1587 + PC1588 + PC1589 + PC1590 +
## PC1591 + PC1592 + PC1593 + PC1594 + PC1595 + PC1596 + PC1597 +
## PC1598 + PC1599 + PC1600 + PC1601 + PC1602 + PC1603 + PC1604 +
## PC1605 + PC1606 + PC1607 + PC1608 + PC1609 + PC1610 + PC1611 +
## PC1612 + PC1613 + PC1614 + PC1615 + PC1616 + PC1617 + PC1618 +
## PC1619 + PC1620 + PC1621 + PC1622 + PC1623 + PC1624 + PC1625 +
## PC1626 + PC1627 + PC1628 + PC1629 + PC1630 + PC1631 + PC1632 +
## PC1633 + PC1634 + PC1635 + PC1636 + PC1637 + PC1638 + PC1639 +
## PC1640 + PC1641 + PC1642 + PC1643 + PC1644 + PC1645 + PC1646 +
## PC1647 + PC1648 + PC1649 + PC1650 + PC1651 + PC1652 + PC1653 +
## PC1654 + PC1655 + PC1656 + PC1657 + PC1658 + PC1659 + PC1660 +
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## PC3502 + PC3503 + PC3504 + PC3505 + PC3506 + PC3507 + PC3508 +
## PC3509 + PC3510 + PC3511 + PC3512 + PC3513 + PC3514 + PC3515 +
## PC3516 + PC3517 + PC3518 + PC3519 + PC3520 + PC3521 + PC3522 +
## PC3523 + PC3524 + PC3525 + PC3526 + PC3527 + PC3528 + PC3529 +
## PC3530 + PC3531 + PC3532 + PC3533 + PC3534 + PC3535 + PC3536 +
## PC3537 + PC3538 + PC3539 + PC3540 + PC3541 + PC3542 + PC3543 +
## PC3544 + PC3545 + PC3546 + PC3547 + PC3548 + PC3549 + PC3550 +
## PC3551 + PC3552 + PC3553 + PC3554 + PC3555 + PC3556 + PC3557 +
## PC3558 + PC3559 + PC3560 + PC3561 + PC3562 + PC3563 + PC3564 +
## PC3565 + PC3566 + PC3567 + PC3568 + PC3569 + PC3570 + PC3571 +
## PC3572 + PC3573 + PC3574 + PC3575 + PC3576 + PC3577 + PC3578 +
## PC3579 + PC3580 + PC3581 + PC3582 + PC3583 + PC3584 + PC3585 +
## PC3586 + PC3587 + PC3588 + PC3589 + PC3590 + PC3591 + PC3592 +
## PC3593 + PC3594 + PC3595 + PC3596 + PC3597 + PC3598 + PC3599 +
## PC3600 + PC3601 + PC3602 + PC3603 + PC3604 + PC3605 + PC3606 +
## PC3607 + PC3608 + PC3609 + PC3610 + PC3611 + PC3612 + PC3613 +
## PC3614 + PC3615 + PC3616 + PC3617 + PC3618 + PC3619 + PC3620 +
## PC3621 + PC3622 + PC3623 + PC3624 + PC3625 + PC3626 + PC3627 +
## PC3628 + PC3629 + PC3630 + PC3631 + PC3632 + PC3633 + PC3634 +
## PC3635 + PC3636 + PC3637 + PC3638 + PC3639 + PC3640 + PC3641 +
## PC3642 + PC3643 + PC3644 + PC3645 + PC3646 + PC3647 + PC3648 +
## PC3649 + PC3650 + PC3651 + PC3652 + PC3653 + PC3654 + PC3655 +
## PC3656 + PC3657 + PC3658 + PC3659 + PC3660 + PC3661 + PC3662 +
## PC3663 + PC3664 + PC3665 + PC3666 + PC3667 + PC3668 + PC3669 +
## PC3670 + PC3671 + PC3672 + PC3673 + PC3674 + PC3675 + PC3676 +
## PC3677 + PC3678 + PC3679 + PC3680 + PC3681 + PC3682 + PC3683 +
## PC3684 + PC3685 + PC3686 + PC3687 + PC3688 + PC3689 + PC3690 +
## PC3691 + PC3692 + PC3693 + PC3694 + PC3695 + PC3696 + PC3697 +
## PC3698 + PC3699 + PC3700 + PC3701 + PC3702 + PC3703 + PC3704 +
## PC3705 + PC3706 + PC3707 + PC3708 + PC3709 + PC3710 + PC3711 +
## PC3712 + PC3713 + PC3714 + PC3715 + PC3716 + PC3717 + PC3718 +
## PC3719 + PC3720 + PC3721 + PC3722 + PC3723 + PC3724 + PC3725 +
## PC3726 + PC3727 + PC3728 + PC3729 + PC3730 + PC3731 + PC3732 +
## PC3733 + PC3734 + PC3735 + PC3736 + PC3737 + PC3738 + PC3739 +
## PC3740 + PC3741 + PC3742 + PC3743 + PC3744 + PC3745 + PC3746 +
## PC3747 + PC3748 + PC3749 + PC3750 + PC3751 + PC3752 + PC3753 +
## PC3754 + PC3755 + PC3756 + PC3757 + PC3758 + PC3759 + PC3760 +
## PC3761 + PC3762 + PC3763 + PC3764 + PC3765 + PC3766 + PC3767 +
## PC3768 + PC3769 + PC3770 + PC3771 + PC3772 + PC3773 + PC3774 +
## PC3775 + PC3776 + PC3777 + PC3778 + PC3779 + PC3780 + PC3781 +
## PC3782 + PC3783 + PC3784 + PC3785 + PC3786 + PC3787 + PC3788 +
## PC3789 + PC3790 + PC3791 + PC3792 + PC3793 + PC3794 + PC3795 +
## PC3796 + PC3797 + PC3798 + PC3799 + PC3800 + PC3801 + PC3802 +
## PC3803 + PC3804 + PC3805 + PC3806 + PC3807 + PC3808 + PC3809 +
## PC3810 + PC3811 + PC3812 + PC3813 + PC3814 + PC3815 + PC3816 +
## PC3817 + PC3818 + PC3819 + PC3820 + PC3821 + PC3822 + PC3823 +
## PC3824 + PC3825 + PC3826 + PC3827 + PC3828 + PC3829 + PC3830 +
## PC3831 + PC3832 + PC3833 + PC3834
print(grand.mean.formula)
## y3.log ~ 1
# Update feature.names because we may have transformed some features
feature.names = n[!n %in% label.names]
model.full = lm(formula , data.train)
summary(model.full)
##
## Call:
## lm(formula = formula, data = data.train)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.073188 -0.011478 -0.000365 0.010909 0.072999
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.097e+00 4.953e-04 4233.824 < 2e-16 ***
## PC1 -7.385e-05 8.789e-05 -0.840 0.400865
## PC2 -2.263e-04 8.703e-05 -2.600 0.009409 **
## PC3 1.799e-04 8.751e-05 2.056 0.039965 *
## PC4 -2.662e-05 8.754e-05 -0.304 0.761094
## PC5 1.464e-04 8.739e-05 1.675 0.094117 .
## PC6 1.840e-04 8.969e-05 2.051 0.040401 *
## PC7 -2.414e-05 8.862e-05 -0.272 0.785398
## PC8 -1.874e-04 8.931e-05 -2.099 0.035975 *
## PC9 -4.063e-04 8.714e-05 -4.662 3.36e-06 ***
## PC10 1.225e-04 8.895e-05 1.377 0.168582
## PC11 3.818e-05 9.095e-05 0.420 0.674684
## PC12 1.787e-04 8.929e-05 2.002 0.045489 *
## PC13 -1.430e-04 9.031e-05 -1.583 0.113569
## PC14 8.547e-05 8.848e-05 0.966 0.334172
## PC15 5.406e-05 8.932e-05 0.605 0.545085
## PC16 -5.259e-05 8.925e-05 -0.589 0.555811
## PC17 -2.632e-05 9.005e-05 -0.292 0.770096
## PC18 1.703e-04 8.992e-05 1.895 0.058318 .
## PC19 1.439e-04 9.021e-05 1.596 0.110770
## PC20 4.700e-05 8.953e-05 0.525 0.599659
## PC21 1.050e-04 8.962e-05 1.172 0.241505
## PC22 -1.491e-04 8.910e-05 -1.673 0.094434 .
## PC23 2.042e-04 9.189e-05 2.222 0.026382 *
## PC24 -3.929e-06 9.019e-05 -0.044 0.965255
## PC25 -7.103e-06 9.251e-05 -0.077 0.938805
## PC26 9.794e-05 9.302e-05 1.053 0.292530
## PC27 3.528e-04 9.170e-05 3.848 0.000123 ***
## PC28 -2.982e-05 9.099e-05 -0.328 0.743178
## PC29 -1.403e-04 9.027e-05 -1.555 0.120185
## PC30 -2.400e-05 9.146e-05 -0.262 0.793073
## PC31 -1.366e-04 9.250e-05 -1.477 0.139958
## PC32 -1.125e-04 9.179e-05 -1.225 0.220587
## PC33 -2.093e-04 9.268e-05 -2.258 0.024069 *
## PC34 -2.069e-05 9.094e-05 -0.227 0.820078
## PC35 -1.837e-05 9.152e-05 -0.201 0.840900
## PC36 -9.376e-05 9.058e-05 -1.035 0.300778
## PC37 4.118e-05 9.153e-05 0.450 0.652813
## PC38 -3.669e-04 9.297e-05 -3.947 8.23e-05 ***
## PC39 1.744e-04 9.241e-05 1.888 0.059220 .
## PC40 -2.355e-05 9.370e-05 -0.251 0.801586
## PC41 -2.489e-05 9.373e-05 -0.266 0.790618
## PC42 -3.449e-05 9.236e-05 -0.373 0.708838
## PC43 -2.290e-04 9.405e-05 -2.435 0.014976 *
## PC44 -8.632e-05 9.391e-05 -0.919 0.358140
## PC45 -2.739e-04 9.343e-05 -2.932 0.003415 **
## PC46 -1.958e-04 9.239e-05 -2.119 0.034193 *
## PC47 -2.123e-04 9.464e-05 -2.243 0.025030 *
## PC48 -1.601e-05 9.661e-05 -0.166 0.868398
## PC49 3.190e-04 9.243e-05 3.452 0.000570 ***
## PC50 -8.451e-05 9.616e-05 -0.879 0.379579
## PC51 3.014e-05 9.270e-05 0.325 0.745151
## PC52 1.309e-04 9.340e-05 1.402 0.161134
## PC53 -1.664e-04 9.570e-05 -1.738 0.082339 .
## PC54 2.317e-05 9.486e-05 0.244 0.807083
## PC55 1.522e-04 9.506e-05 1.601 0.109501
## PC56 -2.355e-04 9.421e-05 -2.500 0.012505 *
## PC57 1.734e-04 9.313e-05 1.862 0.062731 .
## PC58 -1.086e-04 9.432e-05 -1.151 0.249758
## PC59 -6.960e-05 9.662e-05 -0.720 0.471430
## PC60 -3.400e-04 9.241e-05 -3.679 0.000241 ***
## PC61 -1.037e-04 9.501e-05 -1.091 0.275274
## PC62 7.670e-05 9.509e-05 0.807 0.420022
## PC63 3.226e-05 9.602e-05 0.336 0.736943
## PC64 2.538e-04 9.580e-05 2.650 0.008127 **
## PC65 -4.383e-04 9.665e-05 -4.534 6.17e-06 ***
## PC66 -3.812e-05 9.444e-05 -0.404 0.686531
## PC67 2.272e-04 9.639e-05 2.358 0.018504 *
## PC68 -5.230e-05 9.394e-05 -0.557 0.577795
## PC69 8.290e-05 9.628e-05 0.861 0.389351
## PC70 2.934e-04 9.790e-05 2.997 0.002764 **
## PC71 -2.242e-05 9.610e-05 -0.233 0.815580
## PC72 -1.836e-04 9.599e-05 -1.913 0.055926 .
## PC73 1.712e-05 9.621e-05 0.178 0.858828
## PC74 3.926e-05 9.545e-05 0.411 0.680869
## PC75 5.062e-05 9.668e-05 0.524 0.600623
## PC76 5.047e-06 9.835e-05 0.051 0.959079
## PC77 2.446e-05 9.731e-05 0.251 0.801547
## PC78 8.789e-05 9.771e-05 0.900 0.368476
## PC79 1.182e-04 9.802e-05 1.206 0.228013
## PC80 1.323e-04 9.805e-05 1.349 0.177579
## PC81 -1.771e-04 9.621e-05 -1.841 0.065775 .
## PC82 -6.202e-05 9.800e-05 -0.633 0.526947
## PC83 2.353e-05 9.690e-05 0.243 0.808171
## PC84 -1.528e-04 9.788e-05 -1.561 0.118613
## PC85 2.106e-04 9.654e-05 2.181 0.029313 *
## PC86 -5.494e-04 9.666e-05 -5.683 1.55e-08 ***
## PC87 2.042e-04 9.713e-05 2.102 0.035667 *
## PC88 -2.077e-05 9.825e-05 -0.211 0.832641
## PC89 -2.979e-04 1.020e-04 -2.921 0.003531 **
## PC90 -1.145e-04 9.860e-05 -1.162 0.245551
## PC91 2.684e-04 9.695e-05 2.769 0.005690 **
## PC92 -3.036e-04 9.864e-05 -3.078 0.002115 **
## PC93 -1.976e-04 1.002e-04 -1.972 0.048760 *
## PC94 9.074e-05 1.016e-04 0.893 0.372036
## PC95 -3.714e-05 9.858e-05 -0.377 0.706390
## PC96 4.862e-05 9.922e-05 0.490 0.624184
## PC97 -4.473e-05 9.847e-05 -0.454 0.649718
## PC98 3.684e-04 9.751e-05 3.778 0.000163 ***
## PC99 -3.638e-04 1.007e-04 -3.612 0.000313 ***
## PC100 -5.881e-05 9.993e-05 -0.589 0.556241
## PC101 2.317e-05 9.770e-05 0.237 0.812537
## PC102 -4.941e-05 9.949e-05 -0.497 0.619532
## PC103 -1.808e-04 9.782e-05 -1.848 0.064782 .
## PC104 -2.507e-04 1.013e-04 -2.475 0.013399 *
## PC105 -7.862e-05 9.829e-05 -0.800 0.423940
## PC106 -2.683e-04 1.004e-04 -2.673 0.007582 **
## PC107 8.216e-05 1.008e-04 0.815 0.415185
## PC108 -1.466e-04 1.019e-04 -1.438 0.150725
## PC109 2.018e-04 1.004e-04 2.009 0.044644 *
## PC110 1.181e-04 1.009e-04 1.171 0.241793
## PC111 6.242e-05 9.784e-05 0.638 0.523585
## PC112 -1.898e-04 1.011e-04 -1.879 0.060470 .
## PC113 -3.121e-05 1.012e-04 -0.308 0.757774
## PC114 2.789e-06 1.024e-04 0.027 0.978283
## PC115 -9.040e-07 1.026e-04 -0.009 0.992968
## PC116 -6.144e-05 1.025e-04 -0.600 0.548806
## PC117 -2.850e-04 1.034e-04 -2.756 0.005906 **
## PC118 7.924e-05 1.021e-04 0.776 0.437728
## PC119 6.369e-05 1.008e-04 0.632 0.527652
## PC120 1.797e-04 1.028e-04 1.748 0.080611 .
## PC121 8.138e-05 1.015e-04 0.802 0.422605
## PC122 1.831e-04 1.025e-04 1.786 0.074294 .
## PC123 1.905e-04 1.010e-04 1.887 0.059389 .
## PC124 -1.321e-04 1.029e-04 -1.284 0.199434
## PC125 -1.716e-04 1.030e-04 -1.666 0.095804 .
## PC126 -3.092e-04 1.026e-04 -3.014 0.002619 **
## PC127 1.686e-04 1.034e-04 1.632 0.102955
## PC128 6.293e-05 1.030e-04 0.611 0.541263
## PC129 1.015e-04 1.047e-04 0.970 0.332301
## PC130 2.095e-04 1.020e-04 2.054 0.040164 *
## PC131 -1.288e-04 1.031e-04 -1.248 0.212018
## PC132 -6.043e-05 1.024e-04 -0.590 0.555358
## PC133 1.964e-04 1.039e-04 1.891 0.058786 .
## PC134 4.025e-04 1.022e-04 3.937 8.58e-05 ***
## PC135 -4.929e-05 1.043e-04 -0.472 0.636647
## PC136 2.766e-04 1.030e-04 2.686 0.007309 **
## PC137 1.595e-04 1.032e-04 1.546 0.122377
## PC138 1.258e-04 1.034e-04 1.216 0.223986
## PC139 3.664e-05 1.033e-04 0.355 0.722876
## PC140 -2.063e-04 1.014e-04 -2.035 0.041967 *
## PC141 7.064e-05 1.055e-04 0.670 0.503049
## PC142 2.842e-05 1.022e-04 0.278 0.781086
## PC143 -1.553e-04 1.072e-04 -1.449 0.147597
## PC144 5.932e-05 1.051e-04 0.565 0.572388
## PC145 -7.940e-06 1.043e-04 -0.076 0.939307
## PC146 2.884e-04 1.059e-04 2.723 0.006529 **
## PC147 2.082e-04 1.060e-04 1.964 0.049676 *
## PC148 -3.291e-04 1.047e-04 -3.143 0.001701 **
## PC149 3.033e-04 1.057e-04 2.870 0.004149 **
## PC150 5.841e-05 1.037e-04 0.563 0.573356
## PC151 2.990e-04 1.045e-04 2.862 0.004262 **
## PC152 -8.450e-05 1.059e-04 -0.798 0.424825
## PC153 3.608e-05 1.107e-04 0.326 0.744562
## PC154 -1.573e-04 1.057e-04 -1.489 0.136788
## PC155 5.491e-06 1.074e-04 0.051 0.959248
## PC156 -8.969e-05 1.070e-04 -0.838 0.401971
## PC157 4.658e-04 1.048e-04 4.444 9.40e-06 ***
## PC158 -3.998e-04 1.084e-04 -3.687 0.000233 ***
## PC159 -1.552e-05 1.087e-04 -0.143 0.886484
## PC160 1.358e-04 1.039e-04 1.306 0.191606
## PC161 -1.511e-04 1.067e-04 -1.416 0.156962
## PC162 -5.091e-05 1.062e-04 -0.480 0.631573
## PC163 -2.414e-05 1.063e-04 -0.227 0.820480
## PC164 -3.579e-04 1.059e-04 -3.378 0.000746 ***
## PC165 -1.913e-04 1.099e-04 -1.741 0.081876 .
## PC166 2.450e-04 1.078e-04 2.272 0.023217 *
## PC167 5.519e-05 1.080e-04 0.511 0.609383
## PC168 2.800e-04 1.058e-04 2.645 0.008230 **
## PC169 -4.309e-05 1.098e-04 -0.392 0.694752
## PC170 8.091e-05 1.088e-04 0.743 0.457291
## PC171 -2.485e-04 1.077e-04 -2.307 0.021156 *
## PC172 -4.538e-05 1.085e-04 -0.418 0.675682
## PC173 -3.144e-05 1.074e-04 -0.293 0.769703
## PC174 3.562e-04 1.062e-04 3.355 0.000811 ***
## PC175 -1.090e-04 1.097e-04 -0.993 0.320606
## PC176 8.015e-05 1.084e-04 0.740 0.459681
## PC177 -2.222e-04 1.105e-04 -2.010 0.044545 *
## PC178 1.000e-04 1.096e-04 0.913 0.361492
## PC179 -9.271e-06 1.098e-04 -0.084 0.932750
## PC180 4.085e-05 1.066e-04 0.383 0.701465
## PC181 5.667e-04 1.094e-04 5.179 2.48e-07 ***
## PC182 1.474e-04 1.081e-04 1.364 0.172779
## PC183 1.921e-04 1.081e-04 1.777 0.075733 .
## PC184 -6.481e-05 1.080e-04 -0.600 0.548519
## PC185 2.025e-04 1.100e-04 1.840 0.065943 .
## PC186 5.393e-04 1.097e-04 4.916 9.66e-07 ***
## PC187 2.415e-04 1.080e-04 2.237 0.025441 *
## PC188 1.293e-04 1.102e-04 1.174 0.240673
## PC189 -2.111e-04 1.101e-04 -1.916 0.055468 .
## PC190 -3.417e-04 1.105e-04 -3.093 0.002015 **
## PC191 7.918e-05 1.123e-04 0.705 0.480911
## PC192 3.457e-04 1.115e-04 3.100 0.001969 **
## PC193 -1.575e-04 1.130e-04 -1.393 0.163736
## PC194 7.862e-05 1.111e-04 0.708 0.479200
## PC195 2.776e-04 1.092e-04 2.543 0.011063 *
## PC196 -3.488e-04 1.126e-04 -3.097 0.001985 **
## PC197 4.538e-04 1.131e-04 4.012 6.27e-05 ***
## PC198 2.596e-05 1.113e-04 0.233 0.815532
## PC199 2.373e-04 1.118e-04 2.123 0.033918 *
## PC200 2.976e-04 1.114e-04 2.672 0.007605 **
## PC201 -1.454e-04 1.124e-04 -1.294 0.195861
## PC202 1.359e-04 1.127e-04 1.206 0.228156
## PC203 4.320e-05 1.124e-04 0.384 0.700791
## PC204 2.918e-04 1.116e-04 2.614 0.009034 **
## PC205 1.770e-04 1.149e-04 1.541 0.123463
## PC206 4.287e-05 1.132e-04 0.379 0.704851
## PC207 1.271e-04 1.152e-04 1.104 0.269943
## PC208 -7.338e-05 1.130e-04 -0.650 0.516049
## PC209 2.080e-04 1.124e-04 1.850 0.064460 .
## PC210 3.979e-04 1.160e-04 3.429 0.000620 ***
## PC211 -1.962e-04 1.146e-04 -1.712 0.087091 .
## PC212 -8.263e-05 1.144e-04 -0.722 0.470259
## PC213 1.440e-04 1.168e-04 1.233 0.217709
## PC214 -2.337e-04 1.170e-04 -1.997 0.045934 *
## PC215 -4.433e-04 1.166e-04 -3.803 0.000148 ***
## PC216 -1.583e-04 1.178e-04 -1.343 0.179429
## PC217 6.102e-05 1.157e-04 0.527 0.598044
## PC218 3.096e-04 1.162e-04 2.664 0.007786 **
## PC219 1.711e-04 1.190e-04 1.438 0.150734
## PC220 1.167e-04 1.199e-04 0.973 0.330607
## PC221 3.770e-04 1.226e-04 3.074 0.002144 **
## PC222 1.561e-04 1.211e-04 1.289 0.197608
## PC223 1.045e-04 1.212e-04 0.862 0.388546
## PC224 -3.910e-04 1.232e-04 -3.174 0.001531 **
## PC225 4.110e-04 1.252e-04 3.282 0.001050 **
## PC226 -7.269e-05 1.270e-04 -0.572 0.567185
## PC227 1.331e-04 1.315e-04 1.012 0.311614
## PC228 -1.064e-03 1.292e-04 -8.238 3.40e-16 ***
## PC229 2.591e-04 1.303e-04 1.988 0.046923 *
## PC230 -5.335e-04 1.331e-04 -4.007 6.40e-05 ***
## PC231 -1.243e-03 1.334e-04 -9.320 < 2e-16 ***
## PC232 7.447e-04 1.320e-04 5.643 1.95e-08 ***
## PC233 6.129e-04 1.400e-04 4.377 1.27e-05 ***
## PC234 -1.114e-04 1.393e-04 -0.799 0.424119
## PC235 -1.455e-04 1.425e-04 -1.021 0.307287
## PC236 1.088e-04 1.460e-04 0.746 0.456021
## PC237 8.939e-04 1.492e-04 5.991 2.53e-09 ***
## PC238 7.839e-04 1.476e-04 5.311 1.23e-07 ***
## PC239 -2.903e-03 1.560e-04 -18.602 < 2e-16 ***
## PC240 4.692e-04 1.804e-04 2.601 0.009367 **
## PC241 6.910e-05 1.784e-04 0.387 0.698605
## PC242 2.274e-04 1.799e-04 1.264 0.206572
## PC243 -3.829e-05 1.734e-04 -0.221 0.825255
## PC244 -2.292e-04 1.740e-04 -1.317 0.187886
## PC245 -4.127e-04 1.796e-04 -2.299 0.021640 *
## PC246 -1.326e-05 1.776e-04 -0.075 0.940508
## PC247 2.171e-04 1.763e-04 1.231 0.218448
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## PC253 -3.381e-04 1.786e-04 -1.893 0.058574 .
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## PC256 5.470e-05 1.805e-04 0.303 0.761886
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## PC285 -4.996e-04 1.823e-04 -2.740 0.006211 **
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## PC552 3.900e-04 1.911e-04 2.041 0.041438 *
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## PC557 3.084e-04 1.927e-04 1.600 0.109733
## PC558 2.869e-04 1.897e-04 1.512 0.130723
## PC559 9.947e-05 1.914e-04 0.520 0.603397
## PC560 -1.730e-05 1.873e-04 -0.092 0.926436
## PC561 -1.526e-04 1.913e-04 -0.798 0.424951
## PC562 -1.801e-04 1.932e-04 -0.932 0.351413
## PC563 -6.143e-05 1.890e-04 -0.325 0.745179
## PC564 -3.840e-05 1.868e-04 -0.206 0.837148
## PC565 -1.233e-04 1.900e-04 -0.649 0.516444
## PC566 3.129e-04 1.962e-04 1.595 0.110926
## PC567 1.777e-04 1.892e-04 0.939 0.347832
## PC568 9.666e-06 1.914e-04 0.050 0.959736
## PC569 1.950e-04 1.879e-04 1.038 0.299573
## PC570 6.458e-05 1.897e-04 0.340 0.733596
## PC571 3.206e-05 1.925e-04 0.167 0.867754
## PC572 -2.529e-04 1.894e-04 -1.335 0.182058
## PC573 -3.591e-05 1.902e-04 -0.189 0.850235
## PC574 -1.926e-04 1.921e-04 -1.002 0.316253
## PC575 1.012e-05 1.918e-04 0.053 0.957930
## PC576 2.762e-04 1.906e-04 1.449 0.147560
## PC577 -1.618e-04 1.932e-04 -0.837 0.402483
## PC578 2.978e-04 1.891e-04 1.575 0.115401
## PC579 -1.383e-04 1.901e-04 -0.728 0.466912
## PC580 -3.503e-04 1.896e-04 -1.847 0.064868 .
## PC581 -1.221e-04 1.957e-04 -0.624 0.532849
## PC582 9.501e-05 1.875e-04 0.507 0.612350
## PC583 1.490e-04 1.905e-04 0.782 0.434244
## PC584 -7.664e-05 1.928e-04 -0.397 0.691068
## PC585 1.632e-05 1.881e-04 0.087 0.930867
## PC586 8.601e-05 1.912e-04 0.450 0.652861
## PC587 -1.934e-05 1.940e-04 -0.100 0.920612
## PC588 2.145e-04 1.931e-04 1.111 0.266667
## PC589 3.556e-05 1.890e-04 0.188 0.850772
## PC590 -1.428e-04 1.923e-04 -0.742 0.458063
## PC591 1.794e-04 1.931e-04 0.929 0.353091
## PC592 3.610e-05 1.890e-04 0.191 0.848591
## PC593 9.807e-05 1.972e-04 0.497 0.619092
## PC594 1.364e-04 1.896e-04 0.719 0.471930
## PC595 3.022e-04 1.955e-04 1.546 0.122405
## PC596 2.513e-05 1.895e-04 0.133 0.894498
## PC597 1.460e-04 1.907e-04 0.765 0.444101
## PC598 1.257e-04 1.889e-04 0.665 0.505996
## PC599 -2.859e-04 1.893e-04 -1.510 0.131138
## PC600 -9.689e-05 1.875e-04 -0.517 0.605468
## PC601 -9.038e-05 1.942e-04 -0.465 0.641780
## PC602 -8.201e-05 1.907e-04 -0.430 0.667272
## PC603 4.864e-05 1.889e-04 0.257 0.796861
## PC604 4.195e-05 1.893e-04 0.222 0.824678
## PC605 2.816e-05 1.984e-04 0.142 0.887124
## PC606 2.813e-04 1.908e-04 1.474 0.140640
## PC607 -4.963e-05 1.939e-04 -0.256 0.797984
## PC608 -2.632e-04 1.949e-04 -1.350 0.177086
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## PC610 -1.026e-04 1.871e-04 -0.549 0.583342
## PC611 2.067e-04 1.911e-04 1.082 0.279514
## PC612 -1.085e-04 1.939e-04 -0.559 0.575981
## PC613 -1.496e-05 1.899e-04 -0.079 0.937213
## PC614 -2.742e-04 1.921e-04 -1.428 0.153597
## PC615 -3.009e-04 1.891e-04 -1.592 0.111627
## PC616 -1.257e-04 1.932e-04 -0.651 0.515122
## PC617 2.370e-04 1.920e-04 1.235 0.217109
## PC618 -5.324e-05 1.942e-04 -0.274 0.783976
## PC619 9.228e-05 1.911e-04 0.483 0.629150
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## PC622 -2.490e-04 1.924e-04 -1.294 0.195786
## PC623 4.493e-04 1.913e-04 2.349 0.018914 *
## PC624 1.413e-04 1.885e-04 0.750 0.453623
## PC625 -3.236e-05 1.912e-04 -0.169 0.865632
## PC626 -2.348e-04 1.942e-04 -1.209 0.226840
## PC627 9.768e-05 1.899e-04 0.514 0.607002
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## PC630 -2.699e-04 1.931e-04 -1.398 0.162317
## PC631 -3.279e-04 1.905e-04 -1.722 0.085304 .
## PC632 -1.731e-04 1.959e-04 -0.883 0.377158
## PC633 -4.545e-05 1.913e-04 -0.238 0.812253
## PC634 -5.375e-05 1.928e-04 -0.279 0.780424
## PC635 1.158e-04 1.944e-04 0.596 0.551381
## PC636 9.181e-05 1.938e-04 0.474 0.635743
## PC637 2.177e-04 1.948e-04 1.118 0.263842
## PC638 1.850e-04 1.936e-04 0.956 0.339449
## PC639 -2.040e-04 1.925e-04 -1.060 0.289303
## PC640 -3.356e-04 1.901e-04 -1.766 0.077592 .
## PC641 2.174e-04 1.924e-04 1.130 0.258827
## PC642 1.410e-04 1.969e-04 0.716 0.474083
## PC643 -8.359e-05 1.894e-04 -0.441 0.658986
## PC644 2.665e-04 1.958e-04 1.361 0.173688
## PC645 3.915e-04 1.923e-04 2.036 0.041853 *
## PC646 1.316e-04 1.952e-04 0.674 0.500512
## PC647 4.598e-05 1.930e-04 0.238 0.811730
## PC648 -9.497e-05 1.958e-04 -0.485 0.627765
## PC649 -3.807e-04 1.970e-04 -1.933 0.053421 .
## PC650 -1.054e-04 1.952e-04 -0.540 0.589428
## PC651 3.219e-05 1.960e-04 0.164 0.869541
## PC652 -3.871e-04 1.944e-04 -1.992 0.046575 *
## PC653 -3.431e-04 1.926e-04 -1.781 0.075040 .
## PC654 6.879e-05 1.967e-04 0.350 0.726539
## PC655 1.316e-04 1.911e-04 0.689 0.491032
## PC656 2.576e-04 1.940e-04 1.327 0.184568
## PC657 -1.995e-04 1.959e-04 -1.018 0.308608
## PC658 7.340e-05 1.951e-04 0.376 0.706761
## PC659 -2.987e-04 1.966e-04 -1.520 0.128734
## PC660 2.041e-04 1.926e-04 1.060 0.289365
## PC661 -7.574e-06 1.927e-04 -0.039 0.968654
## PC662 -2.416e-04 1.976e-04 -1.223 0.221665
## PC663 -3.249e-04 1.947e-04 -1.668 0.095429 .
## PC664 5.688e-05 1.941e-04 0.293 0.769513
## PC665 1.541e-04 1.956e-04 0.788 0.431008
## PC666 -1.750e-04 1.910e-04 -0.917 0.359490
## PC667 -1.598e-04 1.919e-04 -0.833 0.405213
## PC668 -5.727e-05 1.911e-04 -0.300 0.764402
## PC669 -4.893e-04 1.937e-04 -2.526 0.011632 *
## PC670 -8.413e-05 1.919e-04 -0.438 0.661222
## PC671 2.253e-05 1.967e-04 0.115 0.908819
## PC672 9.424e-05 1.913e-04 0.493 0.622328
## PC673 1.896e-04 1.952e-04 0.972 0.331432
## PC674 -5.049e-05 1.968e-04 -0.257 0.797519
## PC675 -1.443e-04 1.935e-04 -0.746 0.455773
## PC676 -6.603e-05 1.938e-04 -0.341 0.733363
## PC677 -1.211e-06 1.931e-04 -0.006 0.994996
## PC678 -4.043e-04 1.967e-04 -2.055 0.039984 *
## PC679 3.802e-04 1.917e-04 1.983 0.047470 *
## PC680 9.258e-05 1.955e-04 0.474 0.635882
## PC681 -1.690e-05 1.866e-04 -0.091 0.927821
## PC682 -6.738e-05 1.907e-04 -0.353 0.723912
## PC683 -3.174e-05 1.950e-04 -0.163 0.870748
## PC684 -1.700e-04 1.897e-04 -0.896 0.370470
## PC685 -4.579e-06 1.946e-04 -0.024 0.981232
## PC686 -1.996e-04 1.920e-04 -1.040 0.298586
## PC687 1.072e-04 1.950e-04 0.550 0.582380
## PC688 5.301e-06 1.949e-04 0.027 0.978310
## PC689 1.002e-04 1.947e-04 0.515 0.606904
## PC690 -4.010e-05 1.939e-04 -0.207 0.836220
## PC691 -2.060e-04 1.938e-04 -1.063 0.288066
## PC692 -1.179e-04 1.981e-04 -0.595 0.551750
## PC693 4.632e-04 1.905e-04 2.431 0.015149 *
## PC694 -1.190e-04 1.986e-04 -0.599 0.548973
## PC695 -3.767e-04 1.949e-04 -1.933 0.053389 .
## PC696 -4.573e-04 1.983e-04 -2.306 0.021203 *
## PC697 6.501e-04 1.911e-04 3.401 0.000686 ***
## PC698 -1.885e-04 1.962e-04 -0.961 0.336922
## PC699 1.388e-04 1.943e-04 0.715 0.474869
## PC700 -1.657e-04 1.959e-04 -0.846 0.397670
## PC701 -2.185e-05 2.023e-04 -0.108 0.913972
## PC702 -1.499e-04 1.955e-04 -0.767 0.443187
## PC703 -1.201e-04 1.921e-04 -0.625 0.531910
## PC704 -2.857e-04 1.925e-04 -1.484 0.137930
## PC705 8.260e-05 1.909e-04 0.433 0.665359
## PC706 -3.277e-04 1.974e-04 -1.660 0.097011 .
## PC707 -5.983e-05 1.942e-04 -0.308 0.758042
## PC708 -1.820e-04 1.935e-04 -0.940 0.347122
## PC709 -4.910e-04 1.945e-04 -2.524 0.011695 *
## PC710 1.459e-05 1.948e-04 0.075 0.940299
## PC711 -3.662e-05 1.957e-04 -0.187 0.851562
## PC712 -1.229e-04 1.933e-04 -0.636 0.525021
## PC713 -1.574e-04 1.931e-04 -0.815 0.415186
## PC714 -1.859e-04 1.950e-04 -0.953 0.340480
## PC715 2.172e-04 1.946e-04 1.116 0.264516
## PC716 -3.283e-04 1.931e-04 -1.700 0.089266 .
## PC717 -2.019e-05 1.892e-04 -0.107 0.915053
## PC718 -4.517e-04 1.970e-04 -2.294 0.021935 *
## PC719 -6.959e-05 1.948e-04 -0.357 0.720995
## PC720 -1.679e-04 1.973e-04 -0.851 0.394920
## PC721 9.647e-05 1.980e-04 0.487 0.626110
## PC722 -1.803e-04 1.977e-04 -0.912 0.361929
## PC723 -2.699e-04 1.945e-04 -1.387 0.165559
## PC724 -4.556e-06 1.935e-04 -0.024 0.981218
## PC725 5.770e-05 1.941e-04 0.297 0.766267
## PC726 -9.581e-05 2.024e-04 -0.473 0.635944
## PC727 -3.576e-06 1.976e-04 -0.018 0.985565
## PC728 -4.256e-04 1.931e-04 -2.204 0.027672 *
## PC729 6.987e-05 1.950e-04 0.358 0.720100
## PC730 -2.716e-04 1.997e-04 -1.360 0.174000
## PC731 2.005e-04 1.949e-04 1.029 0.303770
## PC732 -2.947e-04 1.951e-04 -1.510 0.131213
## PC733 5.055e-04 1.962e-04 2.576 0.010081 *
## PC734 -5.238e-05 1.929e-04 -0.272 0.785981
## PC735 -2.040e-04 1.974e-04 -1.033 0.301536
## PC736 2.919e-05 1.982e-04 0.147 0.882944
## PC737 5.020e-04 1.968e-04 2.551 0.010812 *
## PC738 2.220e-04 1.970e-04 1.127 0.259818
## PC739 2.472e-04 1.960e-04 1.261 0.207324
## PC740 1.017e-04 1.963e-04 0.518 0.604253
## PC741 -3.964e-04 1.974e-04 -2.008 0.044806 *
## PC742 -7.751e-05 1.978e-04 -0.392 0.695162
## PC743 -1.158e-04 1.948e-04 -0.595 0.552167
## PC744 -9.242e-05 1.962e-04 -0.471 0.637704
## PC745 -3.264e-04 1.947e-04 -1.676 0.093894 .
## PC746 -1.581e-04 2.019e-04 -0.783 0.433769
## PC747 8.072e-05 1.973e-04 0.409 0.682468
## PC748 -1.571e-04 1.953e-04 -0.805 0.421206
## PC749 2.045e-04 1.954e-04 1.047 0.295432
## PC750 5.601e-05 1.959e-04 0.286 0.774959
## PC751 5.015e-04 1.907e-04 2.629 0.008640 **
## PC752 -1.607e-04 1.976e-04 -0.813 0.416249
## PC753 -1.687e-04 1.974e-04 -0.855 0.392861
## PC754 5.211e-05 1.960e-04 0.266 0.790357
## PC755 2.359e-04 2.008e-04 1.175 0.240149
## PC756 -1.551e-04 1.969e-04 -0.788 0.430982
## PC757 5.110e-05 1.916e-04 0.267 0.789748
## PC758 6.977e-05 2.005e-04 0.348 0.727904
## PC759 -6.575e-05 1.960e-04 -0.335 0.737322
## PC760 1.317e-04 1.965e-04 0.670 0.502709
## PC761 1.816e-04 1.975e-04 0.920 0.357793
## PC762 -2.908e-04 1.979e-04 -1.470 0.141859
## PC763 -1.675e-04 1.945e-04 -0.861 0.389330
## PC764 -4.960e-05 2.004e-04 -0.247 0.804555
## PC765 -8.232e-05 1.940e-04 -0.424 0.671297
## PC766 3.410e-04 1.982e-04 1.721 0.085491 .
## PC767 1.336e-04 1.963e-04 0.680 0.496385
## PC768 -1.010e-04 1.926e-04 -0.524 0.600076
## PC769 1.357e-04 1.954e-04 0.695 0.487438
## PC770 4.313e-04 1.959e-04 2.202 0.027821 *
## PC771 2.275e-04 1.951e-04 1.166 0.243895
## PC772 -1.241e-04 1.967e-04 -0.631 0.528209
## PC773 -1.586e-05 1.965e-04 -0.081 0.935682
## PC774 5.150e-04 1.953e-04 2.637 0.008430 **
## PC775 -1.580e-04 1.957e-04 -0.807 0.419696
## PC776 1.856e-04 1.958e-04 0.948 0.343274
## PC777 1.774e-04 2.002e-04 0.886 0.375578
## PC778 -7.090e-05 1.946e-04 -0.364 0.715667
## PC779 1.416e-04 2.004e-04 0.707 0.479873
## PC780 1.427e-05 1.978e-04 0.072 0.942507
## PC781 2.798e-04 1.969e-04 1.421 0.155610
## PC782 8.813e-05 1.980e-04 0.445 0.656346
## PC783 1.127e-04 1.983e-04 0.568 0.569922
## PC784 -4.838e-05 2.030e-04 -0.238 0.811660
## PC785 2.627e-04 2.000e-04 1.314 0.189104
## PC786 7.479e-05 1.986e-04 0.377 0.706554
## PC787 -2.693e-04 1.974e-04 -1.364 0.172658
## PC788 5.246e-05 2.005e-04 0.262 0.793643
## PC789 -2.825e-04 1.954e-04 -1.445 0.148506
## PC790 -3.095e-05 1.971e-04 -0.157 0.875238
## PC791 -1.408e-05 1.939e-04 -0.073 0.942107
## PC792 3.957e-04 1.982e-04 1.996 0.046091 *
## PC793 -9.552e-05 1.936e-04 -0.493 0.621743
## PC794 3.236e-05 2.001e-04 0.162 0.871536
## PC795 1.040e-05 1.940e-04 0.054 0.957245
## PC796 8.991e-05 1.961e-04 0.459 0.646577
## PC797 -4.358e-04 1.998e-04 -2.181 0.029291 *
## PC798 4.104e-06 1.956e-04 0.021 0.983261
## PC799 -9.623e-05 2.038e-04 -0.472 0.636859
## PC800 -1.028e-04 1.903e-04 -0.540 0.589076
## PC801 1.891e-04 1.991e-04 0.949 0.342536
## PC802 -3.978e-05 1.965e-04 -0.202 0.839610
## PC803 7.318e-05 1.978e-04 0.370 0.711472
## PC804 5.311e-04 2.018e-04 2.632 0.008557 **
## PC805 -1.286e-04 1.951e-04 -0.659 0.509803
## PC806 3.124e-04 1.979e-04 1.578 0.114674
## PC807 -7.240e-05 1.985e-04 -0.365 0.715377
## PC808 8.341e-05 1.962e-04 0.425 0.670804
## PC809 -1.388e-04 2.026e-04 -0.685 0.493182
## PC810 9.246e-05 1.969e-04 0.470 0.638729
## PC811 6.250e-05 1.982e-04 0.315 0.752580
## PC812 -5.325e-05 1.968e-04 -0.271 0.786783
## PC813 -1.477e-04 1.997e-04 -0.739 0.459805
## PC814 -9.463e-05 1.991e-04 -0.475 0.634646
## PC815 8.953e-05 1.965e-04 0.456 0.648648
## PC816 -7.522e-05 1.966e-04 -0.383 0.702079
## PC817 2.235e-04 1.965e-04 1.137 0.255604
## PC818 -3.307e-04 1.972e-04 -1.677 0.093815 .
## PC819 -1.685e-04 1.945e-04 -0.866 0.386379
## PC820 3.975e-05 1.954e-04 0.203 0.838819
## PC821 1.535e-04 1.955e-04 0.785 0.432452
## PC822 -1.764e-04 1.926e-04 -0.916 0.359756
## PC823 -8.114e-05 1.976e-04 -0.411 0.681405
## PC824 4.515e-04 1.981e-04 2.279 0.022798 *
## PC825 -2.105e-04 1.964e-04 -1.072 0.283994
## PC826 -1.349e-04 1.947e-04 -0.693 0.488391
## PC827 -1.041e-04 1.987e-04 -0.524 0.600328
## PC828 3.231e-04 1.968e-04 1.642 0.100852
## PC829 -3.146e-04 1.955e-04 -1.609 0.107868
## PC830 9.488e-05 1.998e-04 0.475 0.634992
## PC831 -1.086e-04 1.950e-04 -0.557 0.577691
## PC832 -1.412e-04 1.952e-04 -0.723 0.469738
## PC833 9.230e-05 1.980e-04 0.466 0.641205
## PC834 1.522e-04 1.970e-04 0.772 0.439923
## PC835 -3.565e-04 2.032e-04 -1.754 0.079562 .
## PC836 -1.492e-05 1.984e-04 -0.075 0.940083
## PC837 7.699e-05 1.959e-04 0.393 0.694405
## PC838 1.370e-04 1.977e-04 0.693 0.488358
## PC839 2.026e-04 1.962e-04 1.032 0.302064
## PC840 4.801e-05 1.999e-04 0.240 0.810252
## PC841 -4.944e-04 1.970e-04 -2.510 0.012170 *
## PC842 2.857e-04 1.956e-04 1.461 0.144218
## PC843 -2.034e-05 2.015e-04 -0.101 0.919628
## PC844 -8.390e-05 1.972e-04 -0.426 0.670490
## PC845 -4.008e-04 2.009e-04 -1.995 0.046144 *
## PC846 2.943e-05 2.031e-04 0.145 0.884817
## PC847 3.846e-04 1.958e-04 1.964 0.049684 *
## PC848 5.257e-05 1.984e-04 0.265 0.791114
## PC849 3.284e-04 1.977e-04 1.661 0.096796 .
## PC850 3.480e-04 2.015e-04 1.728 0.084233 .
## PC851 -6.411e-06 1.992e-04 -0.032 0.974323
## PC852 -2.184e-06 1.994e-04 -0.011 0.991259
## PC853 -1.031e-04 1.926e-04 -0.535 0.592561
## PC854 1.563e-04 1.948e-04 0.802 0.422605
## PC855 1.071e-04 1.967e-04 0.545 0.586049
## PC856 -1.441e-04 1.984e-04 -0.726 0.467866
## PC857 4.380e-04 1.992e-04 2.198 0.028045 *
## PC858 -4.679e-05 1.940e-04 -0.241 0.809475
## PC859 -1.598e-04 1.963e-04 -0.814 0.415617
## PC860 -8.299e-06 1.989e-04 -0.042 0.966728
## PC861 -8.003e-05 1.999e-04 -0.400 0.688865
## PC862 -4.137e-07 1.990e-04 -0.002 0.998341
## PC863 2.009e-04 1.988e-04 1.010 0.312448
## PC864 -7.716e-05 1.989e-04 -0.388 0.698088
## PC865 3.288e-04 2.026e-04 1.623 0.104799
## PC866 7.951e-05 1.948e-04 0.408 0.683214
## PC867 1.448e-04 1.966e-04 0.736 0.461525
## PC868 1.870e-04 1.970e-04 0.949 0.342645
## PC869 -2.388e-04 1.998e-04 -1.195 0.232090
## PC870 2.651e-04 1.994e-04 1.330 0.183856
## PC871 -3.613e-05 1.994e-04 -0.181 0.856241
## PC872 -2.922e-05 2.011e-04 -0.145 0.884515
## PC873 -4.774e-05 1.993e-04 -0.240 0.810696
## PC874 2.452e-06 1.986e-04 0.012 0.990149
## PC875 4.434e-04 2.053e-04 2.160 0.030909 *
## PC876 1.712e-04 2.018e-04 0.848 0.396603
## PC877 7.544e-05 1.972e-04 0.383 0.702118
## PC878 9.191e-05 1.984e-04 0.463 0.643291
## PC879 -2.276e-04 2.011e-04 -1.132 0.257894
## PC880 1.154e-04 1.995e-04 0.579 0.562869
## PC881 1.289e-04 1.999e-04 0.645 0.519165
## PC882 7.866e-05 2.029e-04 0.388 0.698317
## PC883 2.604e-05 2.001e-04 0.130 0.896487
## PC884 -2.203e-04 1.985e-04 -1.110 0.267086
## PC885 4.458e-04 1.993e-04 2.237 0.025419 *
## PC886 1.740e-04 1.979e-04 0.879 0.379459
## PC887 1.926e-05 1.985e-04 0.097 0.922715
## PC888 9.500e-05 1.988e-04 0.478 0.632809
## PC889 -2.120e-04 1.977e-04 -1.072 0.283694
## PC890 7.310e-05 1.990e-04 0.367 0.713428
## PC891 3.402e-04 1.992e-04 1.708 0.087890 .
## PC892 -1.161e-04 2.036e-04 -0.570 0.568505
## PC893 -4.445e-04 2.010e-04 -2.211 0.027143 *
## PC894 -1.239e-04 1.980e-04 -0.626 0.531604
## PC895 2.313e-04 1.972e-04 1.173 0.241000
## PC896 3.427e-04 2.002e-04 1.711 0.087206 .
## PC897 1.662e-04 1.994e-04 0.833 0.404682
## PC898 9.381e-05 1.996e-04 0.470 0.638516
## PC899 2.141e-04 2.025e-04 1.057 0.290638
## PC900 4.502e-04 1.970e-04 2.285 0.022437 *
## PC901 1.100e-04 1.986e-04 0.554 0.579661
## PC902 1.865e-05 1.960e-04 0.095 0.924231
## PC903 1.363e-04 2.048e-04 0.666 0.505737
## PC904 -5.420e-04 2.017e-04 -2.686 0.007289 **
## PC905 2.088e-04 2.014e-04 1.037 0.299955
## PC906 1.464e-04 2.025e-04 0.723 0.469866
## PC907 -1.430e-04 1.987e-04 -0.720 0.471629
## PC908 -5.013e-05 2.005e-04 -0.250 0.802622
## PC909 -5.432e-05 1.996e-04 -0.272 0.785567
## PC910 4.070e-04 2.025e-04 2.010 0.044598 *
## PC911 -1.367e-04 2.064e-04 -0.662 0.507791
## PC912 -2.599e-04 2.012e-04 -1.291 0.196741
## PC913 -1.384e-04 1.942e-04 -0.712 0.476286
## PC914 6.445e-05 2.018e-04 0.319 0.749523
## PC915 1.453e-05 2.026e-04 0.072 0.942838
## PC916 -1.595e-05 2.046e-04 -0.078 0.937874
## PC917 -3.258e-05 2.011e-04 -0.162 0.871344
## PC918 3.217e-04 1.949e-04 1.651 0.098979 .
## PC919 -6.822e-05 2.063e-04 -0.331 0.740947
## PC920 -3.090e-06 2.019e-04 -0.015 0.987795
## PC921 -7.114e-05 2.030e-04 -0.351 0.725990
## PC922 -1.724e-04 2.028e-04 -0.850 0.395309
## PC923 4.150e-05 2.048e-04 0.203 0.839474
## PC924 -2.229e-04 2.021e-04 -1.103 0.270108
## PC925 1.235e-04 2.009e-04 0.615 0.538719
## PC926 -2.636e-04 2.031e-04 -1.298 0.194344
## PC927 -6.378e-06 1.981e-04 -0.032 0.974323
## PC928 -1.714e-04 1.998e-04 -0.858 0.391068
## PC929 -4.651e-04 2.026e-04 -2.296 0.021788 *
## PC930 -6.222e-04 2.017e-04 -3.085 0.002065 **
## PC931 -1.747e-04 2.007e-04 -0.871 0.383966
## PC932 -1.310e-04 2.045e-04 -0.641 0.521903
## PC933 -1.363e-04 2.025e-04 -0.673 0.500928
## PC934 9.739e-05 2.008e-04 0.485 0.627771
## PC935 -4.287e-04 1.993e-04 -2.151 0.031616 *
## PC936 -1.517e-05 2.008e-04 -0.076 0.939783
## PC937 -1.955e-05 2.042e-04 -0.096 0.923720
## PC938 8.270e-05 1.996e-04 0.414 0.678727
## PC939 -1.771e-04 2.016e-04 -0.878 0.379988
## PC940 8.730e-05 2.015e-04 0.433 0.664934
## PC941 -3.566e-05 2.003e-04 -0.178 0.858703
## PC942 -5.720e-04 2.029e-04 -2.819 0.004866 **
## PC943 -1.742e-04 1.962e-04 -0.888 0.374726
## PC944 2.938e-04 2.025e-04 1.451 0.146994
## PC945 -5.048e-05 1.979e-04 -0.255 0.798731
## PC946 3.342e-04 1.986e-04 1.683 0.092501 .
## PC947 -4.133e-04 2.014e-04 -2.052 0.040310 *
## PC948 -2.676e-05 2.004e-04 -0.134 0.893789
## PC949 1.217e-04 2.036e-04 0.598 0.550223
## PC950 3.708e-06 2.015e-04 0.018 0.985323
## PC951 2.615e-04 2.015e-04 1.298 0.194387
## PC952 1.666e-04 2.059e-04 0.809 0.418429
## PC953 -4.525e-05 2.024e-04 -0.224 0.823122
## PC954 -3.974e-04 2.044e-04 -1.944 0.052059 .
## PC955 1.415e-04 2.005e-04 0.706 0.480487
## PC956 8.117e-06 2.063e-04 0.039 0.968618
## PC957 2.246e-04 2.010e-04 1.117 0.263946
## PC958 -1.812e-04 2.007e-04 -0.903 0.366772
## PC959 3.657e-04 2.027e-04 1.804 0.071400 .
## PC960 2.183e-04 2.028e-04 1.076 0.281962
## PC961 1.758e-04 2.050e-04 0.858 0.391114
## PC962 1.920e-04 2.021e-04 0.950 0.342258
## PC963 -2.024e-04 2.095e-04 -0.966 0.334078
## PC964 2.949e-05 2.053e-04 0.144 0.885806
## PC965 3.848e-04 2.026e-04 1.899 0.057738 .
## PC966 -1.242e-04 2.058e-04 -0.603 0.546305
## PC967 1.775e-04 2.037e-04 0.871 0.383691
## PC968 -2.016e-04 2.028e-04 -0.994 0.320273
## PC969 1.185e-05 2.018e-04 0.059 0.953159
## PC970 3.005e-04 2.026e-04 1.483 0.138172
## PC971 -7.695e-05 2.024e-04 -0.380 0.703811
## PC972 -2.687e-06 2.032e-04 -0.013 0.989448
## PC973 5.756e-05 2.057e-04 0.280 0.779617
## PC974 1.455e-04 1.982e-04 0.734 0.462971
## PC975 -1.866e-04 2.036e-04 -0.917 0.359396
## PC976 1.442e-04 2.031e-04 0.710 0.477722
## PC977 2.995e-04 2.038e-04 1.469 0.142004
## PC978 9.630e-05 2.067e-04 0.466 0.641351
## PC979 -3.104e-04 2.013e-04 -1.542 0.123317
## PC980 4.257e-04 2.013e-04 2.115 0.034588 *
## PC981 6.196e-05 2.071e-04 0.299 0.764789
## PC982 -2.248e-04 2.058e-04 -1.092 0.274798
## PC983 -3.403e-05 1.991e-04 -0.171 0.864315
## PC984 -2.645e-04 2.021e-04 -1.309 0.190739
## PC985 -8.174e-05 2.060e-04 -0.397 0.691584
## PC986 -2.582e-04 2.039e-04 -1.267 0.205452
## PC987 2.530e-05 1.995e-04 0.127 0.899093
## PC988 -4.048e-04 2.061e-04 -1.964 0.049650 *
## PC989 2.431e-04 2.025e-04 1.201 0.230054
## PC990 2.570e-04 2.039e-04 1.260 0.207737
## PC991 -7.713e-05 2.030e-04 -0.380 0.704035
## PC992 3.276e-04 2.044e-04 1.603 0.109076
## PC993 3.897e-05 1.980e-04 0.197 0.843994
## PC994 2.626e-04 2.044e-04 1.285 0.199023
## PC995 -4.188e-05 2.017e-04 -0.208 0.835548
## PC996 -6.919e-05 1.981e-04 -0.349 0.726921
## PC997 2.364e-04 2.058e-04 1.149 0.250792
## PC998 -1.654e-04 2.007e-04 -0.824 0.409908
## PC999 7.000e-06 2.033e-04 0.034 0.972540
## PC1000 -1.028e-04 2.038e-04 -0.504 0.614083
## PC1001 -1.145e-04 2.047e-04 -0.559 0.576115
## PC1002 -4.865e-04 2.062e-04 -2.360 0.018394 *
## PC1003 5.923e-04 2.071e-04 2.860 0.004282 **
## PC1004 -2.793e-04 2.086e-04 -1.339 0.180791
## PC1005 -1.578e-04 2.068e-04 -0.763 0.445649
## PC1006 -2.146e-04 2.042e-04 -1.051 0.293378
## PC1007 3.714e-05 2.006e-04 0.185 0.853178
## PC1008 7.345e-05 1.991e-04 0.369 0.712182
## PC1009 -2.248e-05 1.998e-04 -0.113 0.910425
## PC1010 1.512e-04 2.010e-04 0.753 0.451794
## PC1011 1.440e-04 2.021e-04 0.712 0.476407
## PC1012 2.471e-05 2.006e-04 0.123 0.901959
## PC1013 -4.838e-05 2.002e-04 -0.242 0.809116
## PC1014 -3.001e-05 2.066e-04 -0.145 0.884510
## PC1015 1.162e-04 2.063e-04 0.563 0.573185
## PC1016 -3.096e-04 2.059e-04 -1.503 0.132903
## PC1017 -8.490e-05 2.080e-04 -0.408 0.683118
## PC1018 1.055e-06 2.057e-04 0.005 0.995909
## PC1019 2.471e-04 2.024e-04 1.221 0.222370
## PC1020 -3.048e-04 2.061e-04 -1.479 0.139437
## PC1021 6.017e-05 2.052e-04 0.293 0.769430
## PC1022 -4.481e-04 1.978e-04 -2.265 0.023612 *
## PC1023 -2.581e-04 1.982e-04 -1.302 0.192984
## PC1024 -2.352e-04 2.032e-04 -1.157 0.247362
## PC1025 -4.045e-04 1.989e-04 -2.034 0.042129 *
## PC1026 2.322e-04 1.997e-04 1.163 0.245155
## PC1027 4.839e-04 2.014e-04 2.403 0.016359 *
## PC1028 2.093e-05 2.024e-04 0.103 0.917650
## PC1029 -4.559e-04 2.029e-04 -2.247 0.024759 *
## PC1030 1.022e-04 2.039e-04 0.501 0.616367
## PC1031 1.914e-04 2.067e-04 0.926 0.354506
## PC1032 -2.403e-04 2.020e-04 -1.190 0.234298
## PC1033 9.237e-05 2.026e-04 0.456 0.648485
## PC1034 2.175e-04 2.083e-04 1.044 0.296583
## PC1035 -8.082e-05 2.034e-04 -0.397 0.691127
## PC1036 1.290e-04 2.029e-04 0.636 0.524991
## PC1037 1.590e-05 1.985e-04 0.080 0.936183
## PC1038 -1.765e-04 2.028e-04 -0.871 0.384078
## PC1039 2.293e-04 2.034e-04 1.127 0.259716
## PC1040 -4.255e-04 2.057e-04 -2.068 0.038788 *
## PC1041 -1.332e-04 2.043e-04 -0.652 0.514510
## PC1042 4.688e-05 2.011e-04 0.233 0.815719
## PC1043 3.986e-04 2.067e-04 1.928 0.054010 .
## PC1044 -5.503e-04 2.025e-04 -2.718 0.006640 **
## PC1045 -8.714e-05 2.039e-04 -0.427 0.669148
## PC1046 4.147e-05 2.086e-04 0.199 0.842464
## PC1047 2.151e-05 2.045e-04 0.105 0.916219
## PC1048 -1.446e-06 2.045e-04 -0.007 0.994361
## PC1049 9.676e-05 2.064e-04 0.469 0.639278
## PC1050 1.621e-04 2.048e-04 0.791 0.428873
## PC1051 -4.417e-04 2.027e-04 -2.179 0.029453 *
## PC1052 7.695e-05 2.028e-04 0.379 0.704428
## PC1053 -1.083e-05 2.001e-04 -0.054 0.956827
## PC1054 2.363e-05 2.021e-04 0.117 0.906959
## PC1055 2.985e-04 2.048e-04 1.458 0.145059
## PC1056 1.658e-05 2.051e-04 0.081 0.935585
## PC1057 5.283e-04 2.073e-04 2.548 0.010918 *
## PC1058 2.509e-04 2.056e-04 1.220 0.222454
## PC1059 9.999e-05 2.025e-04 0.494 0.621575
## PC1060 9.184e-05 2.027e-04 0.453 0.650589
## PC1061 1.691e-04 2.049e-04 0.825 0.409323
## PC1062 -1.708e-04 2.108e-04 -0.810 0.418085
## PC1063 -2.682e-04 2.065e-04 -1.299 0.194182
## PC1064 -1.111e-04 2.081e-04 -0.534 0.593507
## PC1065 6.521e-05 2.052e-04 0.318 0.750712
## PC1066 3.843e-04 2.059e-04 1.867 0.062099 .
## PC1067 -2.845e-04 2.062e-04 -1.380 0.167696
## PC1068 5.055e-05 2.083e-04 0.243 0.808249
## PC1069 -2.808e-04 2.097e-04 -1.339 0.180799
## PC1070 3.239e-04 2.047e-04 1.582 0.113821
## PC1071 3.047e-04 2.080e-04 1.465 0.143166
## PC1072 -9.291e-05 2.057e-04 -0.452 0.651638
## PC1073 3.488e-04 2.046e-04 1.705 0.088434 .
## PC1074 4.868e-06 2.098e-04 0.023 0.981486
## PC1075 2.452e-04 2.067e-04 1.186 0.235617
## PC1076 2.700e-04 2.012e-04 1.342 0.179749
## PC1077 2.521e-05 2.073e-04 0.122 0.903221
## PC1078 2.922e-04 2.030e-04 1.440 0.150127
## PC1079 4.990e-04 2.042e-04 2.444 0.014626 *
## PC1080 -1.263e-04 2.017e-04 -0.626 0.531482
## PC1081 1.793e-04 2.060e-04 0.870 0.384170
## PC1082 1.740e-04 2.064e-04 0.843 0.399503
## PC1083 9.850e-05 2.044e-04 0.482 0.629900
## PC1084 3.773e-05 2.077e-04 0.182 0.855867
## PC1085 -1.550e-05 2.021e-04 -0.077 0.938861
## PC1086 -2.317e-04 2.003e-04 -1.157 0.247450
## PC1087 -3.469e-05 2.046e-04 -0.170 0.865393
## PC1088 -3.935e-05 2.030e-04 -0.194 0.846322
## PC1089 -5.474e-05 2.074e-04 -0.264 0.791890
## PC1090 2.613e-05 2.027e-04 0.129 0.897410
## PC1091 -3.843e-04 2.051e-04 -1.874 0.061091 .
## PC1092 1.319e-04 2.025e-04 0.652 0.514782
## PC1093 1.614e-04 2.049e-04 0.788 0.430887
## PC1094 1.107e-04 2.059e-04 0.538 0.590912
## PC1095 -4.209e-04 2.065e-04 -2.039 0.041617 *
## PC1096 -7.003e-05 2.104e-04 -0.333 0.739240
## PC1097 3.059e-06 2.056e-04 0.015 0.988129
## PC1098 9.325e-05 2.053e-04 0.454 0.649741
## PC1099 2.147e-04 2.057e-04 1.044 0.296836
## PC1100 1.261e-04 2.037e-04 0.619 0.536047
## PC1101 -9.149e-05 2.034e-04 -0.450 0.652882
## PC1102 -7.855e-05 2.024e-04 -0.388 0.697998
## PC1103 2.008e-04 2.049e-04 0.980 0.327393
## PC1104 -1.823e-04 2.059e-04 -0.885 0.376273
## PC1105 1.379e-04 2.050e-04 0.673 0.501314
## PC1106 -1.811e-04 2.036e-04 -0.889 0.374025
## PC1107 -2.469e-05 2.044e-04 -0.121 0.903872
## PC1108 -1.713e-04 2.027e-04 -0.845 0.397993
## PC1109 -3.255e-04 2.025e-04 -1.607 0.108201
## PC1110 2.834e-04 2.082e-04 1.361 0.173622
## PC1111 -1.360e-05 2.031e-04 -0.067 0.946612
## PC1112 -2.275e-04 2.132e-04 -1.067 0.286122
## PC1113 -3.967e-04 2.079e-04 -1.908 0.056576 .
## PC1114 -2.357e-04 2.091e-04 -1.127 0.259700
## PC1115 -1.878e-04 2.080e-04 -0.903 0.366799
## PC1116 -2.557e-04 2.041e-04 -1.253 0.210526
## PC1117 6.236e-04 2.049e-04 3.043 0.002376 **
## PC1118 -2.218e-04 2.063e-04 -1.075 0.282607
## PC1119 -3.560e-04 2.075e-04 -1.716 0.086410 .
## PC1120 4.545e-05 2.080e-04 0.219 0.827052
## PC1121 1.852e-04 2.042e-04 0.907 0.364712
## PC1122 4.337e-05 2.092e-04 0.207 0.835807
## PC1123 2.662e-04 2.084e-04 1.277 0.201780
## PC1124 2.522e-04 2.056e-04 1.227 0.220156
## PC1125 -1.183e-05 2.046e-04 -0.058 0.953882
## PC1126 2.776e-04 2.019e-04 1.375 0.169406
## PC1127 -1.984e-04 2.023e-04 -0.981 0.326735
## PC1128 -2.412e-04 2.042e-04 -1.181 0.237660
## PC1129 1.800e-04 2.051e-04 0.877 0.380447
## PC1130 -2.258e-04 2.041e-04 -1.106 0.268809
## PC1131 4.530e-04 2.087e-04 2.171 0.030082 *
## PC1132 1.053e-04 2.061e-04 0.511 0.609568
## PC1133 1.974e-04 2.038e-04 0.969 0.332830
## PC1134 2.625e-05 2.051e-04 0.128 0.898190
## PC1135 5.815e-05 2.060e-04 0.282 0.777773
## PC1136 -3.165e-04 2.048e-04 -1.545 0.122460
## PC1137 1.938e-04 2.068e-04 0.937 0.348811
## PC1138 1.248e-04 2.016e-04 0.619 0.536149
## PC1139 -2.157e-04 2.105e-04 -1.025 0.305693
## PC1140 2.414e-04 2.072e-04 1.165 0.244260
## PC1141 -2.591e-04 2.050e-04 -1.264 0.206302
## PC1142 -3.561e-05 2.096e-04 -0.170 0.865133
## PC1143 -2.549e-05 2.062e-04 -0.124 0.901656
## PC1144 -8.768e-05 2.045e-04 -0.429 0.668092
## PC1145 -1.585e-04 2.093e-04 -0.757 0.449168
## PC1146 -1.744e-04 2.049e-04 -0.851 0.394629
## PC1147 3.951e-04 2.043e-04 1.934 0.053300 .
## PC1148 -1.359e-04 2.071e-04 -0.656 0.511711
## PC1149 2.336e-04 2.079e-04 1.123 0.261456
## PC1150 9.414e-05 2.085e-04 0.452 0.651618
## PC1151 2.328e-04 2.079e-04 1.120 0.263073
## PC1152 3.306e-04 2.078e-04 1.591 0.111816
## PC1153 -2.797e-04 2.113e-04 -1.324 0.185645
## PC1154 -3.339e-05 2.021e-04 -0.165 0.868762
## PC1155 4.920e-05 2.123e-04 0.232 0.816711
## PC1156 4.600e-05 2.045e-04 0.225 0.822055
## PC1157 1.425e-04 2.072e-04 0.688 0.491700
## PC1158 3.658e-04 2.077e-04 1.761 0.078348 .
## PC1159 -7.040e-05 2.080e-04 -0.338 0.735068
## PC1160 -5.688e-04 2.084e-04 -2.730 0.006399 **
## PC1161 3.019e-04 2.100e-04 1.437 0.150767
## PC1162 1.773e-04 2.139e-04 0.829 0.407292
## PC1163 3.033e-04 2.042e-04 1.485 0.137711
## PC1164 -3.049e-05 2.097e-04 -0.145 0.884387
## PC1165 9.706e-05 2.079e-04 0.467 0.640728
## PC1166 -1.189e-05 2.098e-04 -0.057 0.954836
## PC1167 2.861e-04 2.067e-04 1.384 0.166518
## PC1168 1.234e-04 2.043e-04 0.604 0.545902
## PC1169 3.831e-04 2.095e-04 1.829 0.067590 .
## PC1170 -2.424e-04 2.035e-04 -1.191 0.233745
## PC1171 5.382e-05 2.088e-04 0.258 0.796577
## PC1172 2.805e-04 2.036e-04 1.377 0.168575
## PC1173 1.586e-04 2.096e-04 0.756 0.449491
## PC1174 -1.671e-04 2.107e-04 -0.793 0.428047
## PC1175 2.058e-04 2.063e-04 0.998 0.318591
## PC1176 -7.773e-05 2.128e-04 -0.365 0.714943
## PC1177 1.526e-04 2.085e-04 0.732 0.464332
## PC1178 -4.121e-04 2.124e-04 -1.941 0.052473 .
## PC1179 5.909e-05 2.056e-04 0.287 0.773849
## PC1180 1.157e-04 2.083e-04 0.555 0.578869
## PC1181 3.486e-04 2.115e-04 1.648 0.099500 .
## PC1182 -6.112e-04 2.074e-04 -2.947 0.003252 **
## PC1183 -1.095e-04 2.082e-04 -0.526 0.599140
## PC1184 -5.432e-05 2.115e-04 -0.257 0.797330
## PC1185 -1.235e-04 2.072e-04 -0.596 0.551072
## PC1186 3.688e-04 2.073e-04 1.779 0.075363 .
## PC1187 -2.844e-04 2.056e-04 -1.383 0.166872
## PC1188 3.065e-04 2.101e-04 1.459 0.144705
## PC1189 1.266e-04 2.076e-04 0.610 0.542137
## PC1190 -1.803e-04 2.073e-04 -0.870 0.384495
## PC1191 -1.893e-04 2.098e-04 -0.902 0.367003
## PC1192 2.084e-04 2.079e-04 1.003 0.316208
## PC1193 7.397e-05 2.136e-04 0.346 0.729209
## PC1194 -1.103e-04 2.083e-04 -0.530 0.596479
## PC1195 -6.525e-05 2.072e-04 -0.315 0.752887
## PC1196 -1.885e-04 2.092e-04 -0.901 0.367822
## PC1197 -1.554e-04 2.084e-04 -0.746 0.455883
## PC1198 5.053e-04 2.072e-04 2.439 0.014821 *
## PC1199 1.131e-04 2.099e-04 0.539 0.589867
## PC1200 5.436e-04 2.105e-04 2.582 0.009907 **
## PC1201 9.360e-05 2.096e-04 0.446 0.655316
## PC1202 8.173e-05 2.096e-04 0.390 0.696620
## PC1203 -1.945e-04 2.124e-04 -0.916 0.359821
## PC1204 -2.434e-04 2.090e-04 -1.165 0.244341
## PC1205 1.901e-04 2.022e-04 0.940 0.347410
## PC1206 2.567e-05 2.078e-04 0.124 0.901686
## PC1207 1.157e-05 2.085e-04 0.055 0.955757
## PC1208 9.308e-05 2.064e-04 0.451 0.652001
## PC1209 1.270e-04 2.117e-04 0.600 0.548521
## PC1210 -1.245e-04 2.069e-04 -0.602 0.547412
## PC1211 1.009e-05 2.123e-04 0.048 0.962084
## PC1212 3.069e-04 2.095e-04 1.465 0.143170
## PC1213 -1.979e-04 2.108e-04 -0.939 0.347981
## PC1214 5.215e-04 2.066e-04 2.524 0.011676 *
## PC1215 -4.674e-05 2.128e-04 -0.220 0.826196
## PC1216 5.965e-05 2.085e-04 0.286 0.774834
## PC1217 -3.034e-04 2.106e-04 -1.441 0.149905
## PC1218 2.062e-05 2.069e-04 0.100 0.920633
## PC1219 -2.210e-04 2.130e-04 -1.037 0.299831
## PC1220 -2.667e-05 2.063e-04 -0.129 0.897158
## PC1221 -1.606e-05 2.073e-04 -0.077 0.938259
## PC1222 -3.225e-04 2.085e-04 -1.547 0.122048
## PC1223 -2.116e-05 2.052e-04 -0.103 0.917887
## PC1224 1.153e-04 2.063e-04 0.559 0.576163
## PC1225 3.949e-05 2.094e-04 0.189 0.850453
## PC1226 1.016e-04 2.165e-04 0.469 0.638952
## PC1227 1.716e-04 2.112e-04 0.813 0.416544
## PC1228 1.075e-04 2.074e-04 0.518 0.604409
## PC1229 -2.592e-04 2.071e-04 -1.251 0.210930
## PC1230 -5.958e-04 2.124e-04 -2.805 0.005087 **
## PC1231 1.441e-04 2.065e-04 0.698 0.485541
## PC1232 2.010e-04 2.106e-04 0.955 0.339893
## PC1233 -1.379e-04 2.091e-04 -0.659 0.509740
## PC1234 2.502e-04 2.089e-04 1.197 0.231294
## PC1235 -4.257e-04 2.079e-04 -2.048 0.040703 *
## PC1236 -9.988e-05 2.063e-04 -0.484 0.628254
## PC1237 -3.979e-04 2.128e-04 -1.870 0.061719 .
## PC1238 9.819e-06 2.046e-04 0.048 0.961735
## PC1239 -3.497e-05 2.094e-04 -0.167 0.867347
## PC1240 1.345e-04 2.159e-04 0.623 0.533265
## PC1241 -1.738e-04 2.076e-04 -0.837 0.402594
## PC1242 3.474e-04 2.086e-04 1.665 0.095998 .
## PC1243 -3.360e-04 2.090e-04 -1.607 0.108156
## PC1244 -3.569e-04 2.048e-04 -1.743 0.081476 .
## PC1245 -1.527e-04 2.086e-04 -0.732 0.464156
## PC1246 -2.545e-04 2.170e-04 -1.172 0.241163
## PC1247 -4.406e-05 2.111e-04 -0.209 0.834658
## PC1248 2.907e-05 2.111e-04 0.138 0.890464
## PC1249 1.703e-04 2.098e-04 0.812 0.417178
## PC1250 -2.168e-04 2.065e-04 -1.050 0.293933
## PC1251 1.140e-05 2.120e-04 0.054 0.957141
## PC1252 1.906e-04 2.120e-04 0.899 0.368584
## PC1253 -2.188e-04 2.106e-04 -1.039 0.299056
## PC1254 3.160e-05 2.108e-04 0.150 0.880857
## PC1255 -2.615e-04 2.036e-04 -1.284 0.199140
## PC1256 -5.243e-04 2.112e-04 -2.483 0.013139 *
## PC1257 1.621e-04 2.148e-04 0.754 0.450691
## PC1258 1.734e-04 2.101e-04 0.825 0.409326
## PC1259 -8.246e-05 2.127e-04 -0.388 0.698355
## PC1260 3.934e-05 2.126e-04 0.185 0.853241
## PC1261 1.256e-04 2.103e-04 0.597 0.550264
## PC1262 -1.388e-04 2.144e-04 -0.648 0.517390
## PC1263 -1.142e-04 2.073e-04 -0.551 0.581831
## PC1264 1.654e-04 2.073e-04 0.798 0.425150
## PC1265 3.839e-04 2.122e-04 1.809 0.070661 .
## PC1266 2.976e-05 2.115e-04 0.141 0.888111
## PC1267 -2.662e-05 2.120e-04 -0.126 0.900129
## PC1268 -2.690e-04 2.079e-04 -1.294 0.195893
## PC1269 -8.328e-06 2.137e-04 -0.039 0.968918
## PC1270 3.257e-04 2.103e-04 1.549 0.121501
## PC1271 -3.398e-04 2.078e-04 -1.635 0.102174
## PC1272 1.313e-05 2.088e-04 0.063 0.949870
## PC1273 5.026e-05 2.076e-04 0.242 0.808748
## PC1274 -2.915e-04 2.103e-04 -1.386 0.165784
## PC1275 -2.460e-04 2.105e-04 -1.168 0.242848
## PC1276 1.033e-04 2.069e-04 0.499 0.617563
## PC1277 1.844e-04 2.102e-04 0.877 0.380479
## PC1278 2.728e-04 2.140e-04 1.275 0.202470
## PC1279 3.590e-05 2.130e-04 0.169 0.866180
## PC1280 2.900e-04 2.109e-04 1.375 0.169258
## PC1281 2.085e-06 2.131e-04 0.010 0.992194
## PC1282 -1.587e-04 2.139e-04 -0.742 0.458275
## PC1283 -6.320e-05 2.139e-04 -0.295 0.767660
## PC1284 1.648e-04 2.109e-04 0.781 0.434843
## PC1285 -6.834e-05 2.139e-04 -0.320 0.749366
## PC1286 2.242e-04 2.135e-04 1.050 0.293791
## PC1287 -5.826e-05 2.112e-04 -0.276 0.782671
## PC1288 1.420e-04 2.113e-04 0.672 0.501649
## PC1289 5.918e-04 2.102e-04 2.816 0.004923 **
## PC1290 2.057e-04 2.103e-04 0.978 0.328157
## PC1291 -4.322e-05 2.106e-04 -0.205 0.837449
## PC1292 -3.124e-04 2.090e-04 -1.494 0.135226
## PC1293 -4.975e-05 2.143e-04 -0.232 0.816459
## PC1294 8.121e-05 2.095e-04 0.388 0.698272
## PC1295 7.990e-05 2.115e-04 0.378 0.705607
## PC1296 6.387e-05 2.073e-04 0.308 0.758094
## PC1297 -9.862e-05 2.121e-04 -0.465 0.641987
## PC1298 2.354e-04 2.097e-04 1.123 0.261656
## PC1299 -4.897e-05 2.122e-04 -0.231 0.817547
## PC1300 -3.981e-04 2.097e-04 -1.899 0.057779 .
## PC1301 -1.123e-04 2.094e-04 -0.536 0.591693
## PC1302 1.966e-04 2.078e-04 0.946 0.344220
## PC1303 3.627e-04 2.121e-04 1.710 0.087383 .
## PC1304 -1.517e-04 2.141e-04 -0.709 0.478531
## PC1305 -3.392e-04 2.131e-04 -1.591 0.111701
## PC1306 -1.494e-04 2.071e-04 -0.721 0.470903
## PC1307 1.447e-04 2.123e-04 0.681 0.495818
## PC1308 -1.458e-04 2.145e-04 -0.680 0.496667
## PC1309 4.183e-04 2.051e-04 2.039 0.041595 *
## PC1310 1.254e-04 2.089e-04 0.600 0.548433
## PC1311 2.575e-04 2.117e-04 1.216 0.224031
## PC1312 -1.041e-04 2.132e-04 -0.488 0.625272
## PC1313 1.563e-04 2.082e-04 0.751 0.452749
## PC1314 2.342e-04 2.134e-04 1.097 0.272600
## PC1315 -6.323e-05 2.074e-04 -0.305 0.760564
## PC1316 -1.775e-04 2.111e-04 -0.841 0.400608
## PC1317 -1.728e-04 2.122e-04 -0.814 0.415583
## PC1318 7.501e-05 2.119e-04 0.354 0.723419
## PC1319 -1.665e-04 2.156e-04 -0.772 0.440260
## PC1320 -1.135e-04 2.126e-04 -0.534 0.593566
## PC1321 1.933e-04 2.118e-04 0.913 0.361457
## PC1322 4.769e-05 2.104e-04 0.227 0.820677
## PC1323 2.057e-04 2.100e-04 0.980 0.327444
## PC1324 -3.885e-06 2.119e-04 -0.018 0.985371
## PC1325 -3.132e-05 2.126e-04 -0.147 0.882886
## PC1326 6.754e-05 2.111e-04 0.320 0.749040
## PC1327 -2.790e-04 2.100e-04 -1.329 0.184100
## PC1328 -1.745e-04 2.115e-04 -0.825 0.409602
## PC1329 -1.420e-04 2.134e-04 -0.666 0.505798
## PC1330 1.010e-04 2.119e-04 0.476 0.633837
## PC1331 -2.305e-04 2.095e-04 -1.100 0.271563
## PC1332 -5.671e-05 2.134e-04 -0.266 0.790469
## PC1333 -9.855e-05 2.086e-04 -0.472 0.636647
## PC1334 -2.494e-04 2.102e-04 -1.186 0.235612
## PC1335 -1.236e-04 2.113e-04 -0.585 0.558711
## PC1336 -9.380e-05 2.084e-04 -0.450 0.652643
## PC1337 -2.208e-04 2.127e-04 -1.038 0.299413
## PC1338 -1.515e-04 2.172e-04 -0.697 0.485601
## PC1339 -3.523e-04 2.072e-04 -1.700 0.089256 .
## PC1340 2.872e-04 2.103e-04 1.366 0.172122
## PC1341 -4.526e-04 2.090e-04 -2.166 0.030445 *
## PC1342 -9.238e-05 2.114e-04 -0.437 0.662212
## PC1343 -5.499e-04 2.133e-04 -2.578 0.010007 *
## PC1344 4.775e-04 2.144e-04 2.227 0.026044 *
## PC1345 -2.036e-05 2.091e-04 -0.097 0.922438
## PC1346 -9.984e-05 2.134e-04 -0.468 0.639881
## PC1347 -1.180e-04 2.120e-04 -0.557 0.577918
## PC1348 -2.982e-04 2.108e-04 -1.415 0.157314
## PC1349 -1.637e-04 2.135e-04 -0.767 0.443469
## PC1350 1.099e-04 2.132e-04 0.515 0.606390
## PC1351 1.045e-04 2.138e-04 0.489 0.624992
## PC1352 3.428e-04 2.133e-04 1.608 0.108084
## PC1353 -1.558e-04 2.136e-04 -0.729 0.465837
## PC1354 1.001e-04 2.097e-04 0.477 0.633157
## PC1355 -1.911e-04 2.075e-04 -0.921 0.357106
## PC1356 -4.297e-05 2.161e-04 -0.199 0.842436
## PC1357 -7.085e-05 2.134e-04 -0.332 0.739963
## PC1358 1.833e-04 2.125e-04 0.862 0.388675
## PC1359 1.555e-04 2.088e-04 0.745 0.456536
## PC1360 3.737e-04 2.125e-04 1.758 0.078863 .
## PC1361 2.127e-05 2.103e-04 0.101 0.919442
## PC1362 -1.056e-04 2.121e-04 -0.498 0.618852
## PC1363 1.935e-04 2.066e-04 0.937 0.349069
## PC1364 2.999e-04 2.104e-04 1.426 0.154122
## PC1365 -2.166e-04 2.167e-04 -0.999 0.317818
## PC1366 -4.804e-05 2.102e-04 -0.228 0.819300
## PC1367 1.540e-04 2.170e-04 0.710 0.477959
## PC1368 -2.084e-05 2.118e-04 -0.098 0.921660
## PC1369 -7.454e-05 2.122e-04 -0.351 0.725400
## PC1370 1.299e-04 2.109e-04 0.616 0.537953
## PC1371 -5.114e-04 2.150e-04 -2.379 0.017473 *
## PC1372 -1.626e-05 2.175e-04 -0.075 0.940414
## PC1373 2.242e-04 2.127e-04 1.054 0.291959
## PC1374 2.830e-04 2.163e-04 1.308 0.190911
## PC1375 -1.879e-04 2.137e-04 -0.879 0.379458
## PC1376 1.144e-04 2.127e-04 0.538 0.590635
## PC1377 -9.790e-05 2.131e-04 -0.459 0.646074
## PC1378 1.774e-04 2.116e-04 0.838 0.401961
## PC1379 4.626e-04 2.148e-04 2.153 0.031420 *
## PC1380 -1.754e-04 2.173e-04 -0.807 0.419631
## PC1381 5.707e-05 2.154e-04 0.265 0.791044
## PC1382 -2.071e-04 2.108e-04 -0.983 0.325855
## PC1383 -2.836e-04 2.085e-04 -1.360 0.173869
## PC1384 -2.009e-04 2.144e-04 -0.937 0.348976
## PC1385 6.794e-05 2.157e-04 0.315 0.752779
## PC1386 -1.052e-05 2.184e-04 -0.048 0.961588
## PC1387 2.285e-04 2.197e-04 1.040 0.298593
## PC1388 -2.147e-04 2.099e-04 -1.023 0.306567
## PC1389 2.644e-05 2.110e-04 0.125 0.900285
## PC1390 2.135e-04 2.100e-04 1.017 0.309462
## PC1391 7.785e-05 2.121e-04 0.367 0.713668
## PC1392 1.573e-04 2.105e-04 0.747 0.455002
## PC1393 -3.652e-04 2.119e-04 -1.724 0.084932 .
## PC1394 -9.808e-05 2.149e-04 -0.456 0.648137
## PC1395 -1.956e-04 2.089e-04 -0.936 0.349221
## PC1396 -3.051e-04 2.178e-04 -1.401 0.161452
## PC1397 2.239e-04 2.160e-04 1.036 0.300113
## PC1398 -3.740e-04 2.146e-04 -1.743 0.081552 .
## PC1399 2.613e-04 2.185e-04 1.196 0.231902
## PC1400 -3.616e-04 2.155e-04 -1.678 0.093518 .
## PC1401 -2.149e-04 2.177e-04 -0.987 0.323753
## PC1402 -1.037e-04 2.194e-04 -0.473 0.636618
## PC1403 -2.552e-05 2.142e-04 -0.119 0.905188
## PC1404 -2.149e-05 2.127e-04 -0.101 0.919562
## PC1405 -2.509e-04 2.211e-04 -1.134 0.256765
## PC1406 -1.219e-04 2.179e-04 -0.560 0.575883
## PC1407 7.903e-06 2.133e-04 0.037 0.970451
## PC1408 -1.497e-04 2.141e-04 -0.699 0.484527
## PC1409 -5.849e-04 2.109e-04 -2.774 0.005596 **
## PC1410 2.956e-05 2.081e-04 0.142 0.887026
## PC1411 2.960e-05 2.126e-04 0.139 0.889326
## PC1412 5.930e-05 2.154e-04 0.275 0.783081
## PC1413 -6.887e-05 2.102e-04 -0.328 0.743207
## PC1414 -1.658e-04 2.141e-04 -0.774 0.438861
## PC1415 7.177e-05 2.151e-04 0.334 0.738744
## PC1416 -1.732e-04 2.192e-04 -0.790 0.429575
## PC1417 4.364e-05 2.128e-04 0.205 0.837565
## PC1418 8.015e-05 2.134e-04 0.376 0.707271
## PC1419 -1.111e-04 2.197e-04 -0.506 0.613099
## PC1420 -4.698e-04 2.160e-04 -2.176 0.029726 *
## PC1421 3.124e-04 2.109e-04 1.481 0.138842
## PC1422 1.726e-06 2.136e-04 0.008 0.993553
## PC1423 3.562e-04 2.170e-04 1.641 0.100886
## PC1424 9.453e-05 2.124e-04 0.445 0.656327
## PC1425 -6.660e-06 2.106e-04 -0.032 0.974779
## PC1426 2.950e-04 2.111e-04 1.398 0.162363
## PC1427 1.150e-04 2.119e-04 0.543 0.587321
## PC1428 8.015e-06 2.118e-04 0.038 0.969811
## PC1429 3.018e-04 2.195e-04 1.375 0.169367
## PC1430 1.457e-04 2.174e-04 0.670 0.502718
## PC1431 7.510e-05 2.175e-04 0.345 0.729955
## PC1432 -2.952e-04 2.131e-04 -1.386 0.166040
## PC1433 5.498e-04 2.155e-04 2.551 0.010831 *
## PC1434 -1.286e-04 2.133e-04 -0.603 0.546720
## PC1435 2.333e-04 2.174e-04 1.073 0.283444
## PC1436 9.595e-05 2.121e-04 0.452 0.651123
## PC1437 -2.949e-04 2.144e-04 -1.375 0.169179
## PC1438 5.074e-05 2.143e-04 0.237 0.812842
## PC1439 -2.039e-04 2.168e-04 -0.941 0.347042
## PC1440 -8.763e-05 2.072e-04 -0.423 0.672463
## PC1441 6.550e-05 2.133e-04 0.307 0.758845
## PC1442 3.424e-05 2.154e-04 0.159 0.873721
## PC1443 1.481e-04 2.154e-04 0.687 0.491888
## PC1444 2.983e-04 2.198e-04 1.357 0.174849
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## PC1446 -8.458e-05 2.129e-04 -0.397 0.691261
## PC1447 5.679e-05 2.125e-04 0.267 0.789338
## PC1448 7.469e-04 2.117e-04 3.528 0.000430 ***
## PC1449 7.754e-05 2.152e-04 0.360 0.718693
## PC1450 -1.617e-04 2.137e-04 -0.757 0.449367
## PC1451 4.944e-05 2.180e-04 0.227 0.820561
## PC1452 -3.682e-04 2.130e-04 -1.729 0.084039 .
## PC1453 -5.744e-05 2.180e-04 -0.263 0.792204
## PC1454 6.299e-05 2.165e-04 0.291 0.771122
## PC1455 -3.765e-06 2.142e-04 -0.018 0.985979
## PC1456 -3.913e-04 2.121e-04 -1.845 0.065261 .
## PC1457 -5.725e-04 2.180e-04 -2.626 0.008707 **
## PC1458 5.235e-05 2.150e-04 0.243 0.807674
## PC1459 -7.718e-05 2.121e-04 -0.364 0.715999
## PC1460 2.420e-04 2.128e-04 1.137 0.255634
## PC1461 -1.459e-04 2.172e-04 -0.672 0.501869
## PC1462 3.299e-04 2.187e-04 1.508 0.131625
## PC1463 1.833e-04 2.121e-04 0.864 0.387472
## PC1464 -4.422e-05 2.132e-04 -0.207 0.835748
## PC1465 -2.010e-04 2.169e-04 -0.927 0.354235
## PC1466 -1.757e-05 2.228e-04 -0.079 0.937159
## PC1467 1.731e-05 2.124e-04 0.081 0.935073
## PC1468 -3.658e-05 2.157e-04 -0.170 0.865371
## PC1469 -5.305e-05 2.162e-04 -0.245 0.806229
## PC1470 3.011e-04 2.152e-04 1.399 0.161843
## PC1471 -3.291e-04 2.176e-04 -1.513 0.130581
## PC1472 2.106e-04 2.161e-04 0.975 0.329898
## PC1473 3.847e-04 2.207e-04 1.743 0.081465 .
## PC1474 -1.138e-04 2.145e-04 -0.531 0.595671
## PC1475 3.201e-05 2.194e-04 0.146 0.884022
## PC1476 -1.946e-04 2.146e-04 -0.907 0.364620
## PC1477 2.396e-04 2.130e-04 1.125 0.260694
## PC1478 -3.243e-05 2.190e-04 -0.148 0.882303
## PC1479 8.233e-05 2.163e-04 0.381 0.703581
## PC1480 -7.966e-05 2.170e-04 -0.367 0.713609
## PC1481 7.516e-05 2.178e-04 0.345 0.730060
## PC1482 -2.758e-06 2.138e-04 -0.013 0.989707
## PC1483 -4.477e-04 2.181e-04 -2.053 0.040214 *
## PC1484 -6.891e-05 2.204e-04 -0.313 0.754511
## PC1485 8.950e-05 2.153e-04 0.416 0.677706
## PC1486 -2.122e-04 2.122e-04 -1.000 0.317352
## PC1487 1.698e-04 2.174e-04 0.781 0.434845
## PC1488 3.185e-04 2.109e-04 1.510 0.131182
## PC1489 9.032e-05 2.139e-04 0.422 0.672927
## PC1490 -1.954e-04 2.126e-04 -0.919 0.358198
## PC1491 -3.565e-05 2.162e-04 -0.165 0.869055
## PC1492 -1.642e-04 2.179e-04 -0.754 0.451170
## PC1493 -9.604e-05 2.129e-04 -0.451 0.652051
## PC1494 1.049e-04 2.156e-04 0.487 0.626480
## PC1495 4.343e-04 2.198e-04 1.976 0.048286 *
## PC1496 5.473e-05 2.090e-04 0.262 0.793480
## PC1497 1.824e-04 2.173e-04 0.839 0.401483
## PC1498 -1.072e-05 2.173e-04 -0.049 0.960651
## PC1499 -1.695e-04 2.161e-04 -0.784 0.432970
## PC1500 -7.282e-05 2.185e-04 -0.333 0.738925
## PC1501 4.283e-04 2.192e-04 1.954 0.050891 .
## PC1502 2.305e-05 2.137e-04 0.108 0.914085
## PC1503 -1.082e-04 2.147e-04 -0.504 0.614204
## PC1504 2.676e-04 2.158e-04 1.240 0.215192
## PC1505 -3.290e-05 2.121e-04 -0.155 0.876745
## PC1506 3.018e-04 2.164e-04 1.395 0.163335
## PC1507 5.507e-05 2.201e-04 0.250 0.802444
## PC1508 -5.063e-06 2.156e-04 -0.023 0.981268
## PC1509 1.538e-04 2.138e-04 0.719 0.471983
## PC1510 2.715e-04 2.199e-04 1.235 0.217152
## PC1511 -2.335e-04 2.189e-04 -1.067 0.286189
## PC1512 2.681e-04 2.210e-04 1.213 0.225252
## PC1513 -1.183e-04 2.198e-04 -0.538 0.590333
## PC1514 -8.689e-05 2.174e-04 -0.400 0.689469
## PC1515 3.905e-04 2.162e-04 1.806 0.071099 .
## PC1516 -2.408e-04 2.128e-04 -1.132 0.257966
## PC1517 1.943e-04 2.129e-04 0.913 0.361468
## PC1518 6.800e-05 2.122e-04 0.320 0.748641
## PC1519 -3.840e-04 2.199e-04 -1.746 0.080910 .
## PC1520 -4.702e-05 2.145e-04 -0.219 0.826525
## PC1521 6.118e-04 2.155e-04 2.839 0.004578 **
## PC1522 -1.045e-04 2.195e-04 -0.476 0.634089
## PC1523 3.143e-04 2.188e-04 1.436 0.151046
## PC1524 9.574e-05 2.209e-04 0.433 0.664760
## PC1525 -3.137e-04 2.187e-04 -1.434 0.151728
## PC1526 1.293e-04 2.184e-04 0.592 0.553739
## PC1527 -1.837e-04 2.133e-04 -0.861 0.389153
## PC1528 6.521e-04 2.131e-04 3.061 0.002243 **
## PC1529 9.340e-05 2.204e-04 0.424 0.671728
## PC1530 1.514e-04 2.157e-04 0.702 0.482885
## PC1531 2.365e-04 2.196e-04 1.077 0.281624
## PC1532 -6.251e-04 2.188e-04 -2.857 0.004327 **
## PC1533 3.072e-04 2.166e-04 1.418 0.156308
## PC1534 2.792e-04 2.188e-04 1.276 0.201956
## PC1535 -4.331e-04 2.190e-04 -1.977 0.048154 *
## PC1536 -4.048e-04 2.216e-04 -1.827 0.067877 .
## PC1537 -1.006e-05 2.152e-04 -0.047 0.962734
## PC1538 2.012e-05 2.191e-04 0.092 0.926872
## PC1539 -8.082e-05 2.170e-04 -0.372 0.709623
## PC1540 -9.894e-05 2.166e-04 -0.457 0.647853
## PC1541 -7.694e-05 2.133e-04 -0.361 0.718336
## PC1542 -2.286e-04 2.131e-04 -1.073 0.283571
## PC1543 3.046e-04 2.165e-04 1.407 0.159687
## PC1544 -5.959e-05 2.177e-04 -0.274 0.784303
## PC1545 2.823e-04 2.204e-04 1.281 0.200313
## PC1546 -1.479e-04 2.135e-04 -0.693 0.488673
## PC1547 2.809e-04 2.136e-04 1.315 0.188682
## PC1548 4.931e-05 2.196e-04 0.224 0.822402
## PC1549 -1.394e-04 2.189e-04 -0.637 0.524352
## PC1550 -4.770e-05 2.157e-04 -0.221 0.825019
## PC1551 -2.225e-04 2.204e-04 -1.010 0.312831
## PC1552 6.299e-05 2.191e-04 0.288 0.773751
## PC1553 2.174e-04 2.170e-04 1.002 0.316473
## PC1554 2.391e-04 2.173e-04 1.100 0.271288
## PC1555 2.396e-04 2.150e-04 1.115 0.265131
## PC1556 -1.779e-04 2.165e-04 -0.822 0.411430
## PC1557 2.756e-04 2.184e-04 1.262 0.207265
## PC1558 -9.021e-05 2.213e-04 -0.408 0.683641
## PC1559 4.094e-04 2.150e-04 1.904 0.057044 .
## PC1560 3.978e-04 2.229e-04 1.785 0.074495 .
## PC1561 2.085e-04 2.212e-04 0.943 0.345986
## PC1562 1.710e-04 2.170e-04 0.788 0.430865
## PC1563 -2.956e-04 2.207e-04 -1.339 0.180607
## PC1564 -1.433e-04 2.189e-04 -0.655 0.512660
## PC1565 5.411e-05 2.162e-04 0.250 0.802406
## PC1566 -1.595e-04 2.199e-04 -0.725 0.468520
## PC1567 -8.010e-05 2.161e-04 -0.371 0.710911
## PC1568 -2.198e-05 2.171e-04 -0.101 0.919359
## PC1569 3.736e-04 2.153e-04 1.736 0.082796 .
## PC1570 6.246e-04 2.165e-04 2.886 0.003953 **
## PC1571 -5.072e-05 2.134e-04 -0.238 0.812194
## PC1572 2.796e-05 2.198e-04 0.127 0.898820
## PC1573 -4.065e-05 2.198e-04 -0.185 0.853343
## PC1574 1.711e-04 2.178e-04 0.786 0.432121
## PC1575 -4.115e-05 2.193e-04 -0.188 0.851179
## PC1576 4.430e-05 2.182e-04 0.203 0.839136
## PC1577 -2.800e-04 2.143e-04 -1.307 0.191486
## PC1578 1.605e-04 2.198e-04 0.730 0.465305
## PC1579 -1.948e-04 2.199e-04 -0.886 0.375817
## PC1580 -1.612e-04 2.152e-04 -0.749 0.453958
## PC1581 -3.547e-04 2.191e-04 -1.619 0.105700
## PC1582 -9.949e-05 2.156e-04 -0.461 0.644537
## PC1583 2.296e-04 2.154e-04 1.066 0.286650
## PC1584 -1.986e-04 2.203e-04 -0.901 0.367460
## PC1585 -5.281e-05 2.169e-04 -0.243 0.807691
## PC1586 -3.122e-04 2.160e-04 -1.445 0.148519
## PC1587 -5.625e-06 2.175e-04 -0.026 0.979365
## PC1588 2.259e-05 2.176e-04 0.104 0.917328
## PC1589 -1.401e-04 2.217e-04 -0.632 0.527624
## PC1590 1.573e-04 2.232e-04 0.704 0.481260
## PC1591 -1.203e-04 2.165e-04 -0.556 0.578603
## PC1592 1.065e-04 2.183e-04 0.488 0.625685
## PC1593 -3.106e-04 2.194e-04 -1.416 0.157049
## PC1594 -4.727e-05 2.190e-04 -0.216 0.829128
## PC1595 9.012e-05 2.186e-04 0.412 0.680209
## PC1596 -6.719e-05 2.197e-04 -0.306 0.759725
## PC1597 -1.898e-04 2.138e-04 -0.888 0.374659
## PC1598 -1.268e-04 2.216e-04 -0.572 0.567170
## PC1599 3.461e-04 2.211e-04 1.566 0.117614
## PC1600 -1.286e-04 2.221e-04 -0.579 0.562572
## PC1601 -5.847e-05 2.156e-04 -0.271 0.786240
## PC1602 4.823e-05 2.198e-04 0.219 0.826289
## PC1603 2.494e-04 2.170e-04 1.149 0.250656
## PC1604 -3.021e-04 2.257e-04 -1.338 0.180938
## PC1605 -8.296e-06 2.193e-04 -0.038 0.969826
## PC1606 -6.981e-05 2.198e-04 -0.318 0.750858
## PC1607 1.253e-04 2.211e-04 0.567 0.571049
## PC1608 2.484e-04 2.167e-04 1.146 0.251813
## PC1609 1.350e-04 2.200e-04 0.614 0.539529
## PC1610 -1.447e-05 2.213e-04 -0.065 0.947860
## PC1611 -4.520e-04 2.209e-04 -2.046 0.040902 *
## PC1612 -4.149e-05 2.217e-04 -0.187 0.851608
## PC1613 6.725e-05 2.177e-04 0.309 0.757393
## PC1614 1.825e-04 2.147e-04 0.850 0.395281
## PC1615 -2.032e-04 2.195e-04 -0.926 0.354726
## PC1616 -2.494e-04 2.207e-04 -1.130 0.258430
## PC1617 -3.049e-04 2.218e-04 -1.375 0.169323
## PC1618 -1.581e-05 2.186e-04 -0.072 0.942363
## PC1619 3.383e-05 2.139e-04 0.158 0.874336
## PC1620 -1.961e-04 2.183e-04 -0.898 0.369130
## PC1621 2.353e-04 2.165e-04 1.087 0.277265
## PC1622 -2.726e-05 2.208e-04 -0.123 0.901741
## PC1623 1.251e-04 2.236e-04 0.559 0.575944
## PC1624 3.035e-04 2.252e-04 1.348 0.177878
## PC1625 -1.488e-04 2.210e-04 -0.673 0.500929
## PC1626 2.110e-04 2.267e-04 0.931 0.352017
## PC1627 -1.382e-04 2.224e-04 -0.621 0.534372
## PC1628 3.061e-04 2.216e-04 1.382 0.167222
## PC1629 2.495e-04 2.191e-04 1.139 0.254888
## PC1630 7.735e-05 2.175e-04 0.356 0.722138
## PC1631 2.398e-04 2.219e-04 1.081 0.280044
## PC1632 -8.550e-05 2.196e-04 -0.389 0.697118
## PC1633 3.007e-05 2.169e-04 0.139 0.889764
## PC1634 -4.729e-05 2.274e-04 -0.208 0.835332
## PC1635 -4.135e-06 2.196e-04 -0.019 0.984979
## PC1636 1.370e-04 2.222e-04 0.616 0.537654
## PC1637 1.002e-04 2.199e-04 0.456 0.648586
## PC1638 7.849e-05 2.217e-04 0.354 0.723302
## PC1639 3.217e-04 2.203e-04 1.461 0.144269
## PC1640 -1.172e-04 2.217e-04 -0.529 0.597078
## PC1641 5.532e-05 2.195e-04 0.252 0.801026
## PC1642 -9.287e-05 2.182e-04 -0.426 0.670378
## PC1643 7.384e-05 2.215e-04 0.333 0.738927
## PC1644 -7.739e-05 2.178e-04 -0.355 0.722354
## PC1645 -1.406e-05 2.204e-04 -0.064 0.949155
## PC1646 7.067e-05 2.168e-04 0.326 0.744490
## PC1647 2.257e-04 2.177e-04 1.037 0.299986
## PC1648 3.395e-05 2.212e-04 0.154 0.878018
## PC1649 2.133e-04 2.229e-04 0.957 0.338661
## PC1650 -1.197e-04 2.302e-04 -0.520 0.603271
## PC1651 2.330e-04 2.193e-04 1.063 0.288102
## PC1652 -3.215e-04 2.239e-04 -1.436 0.151247
## PC1653 2.032e-04 2.223e-04 0.914 0.360778
## PC1654 -3.475e-04 2.198e-04 -1.581 0.114034
## PC1655 2.476e-04 2.261e-04 1.095 0.273603
## PC1656 1.662e-04 2.194e-04 0.758 0.448717
## PC1657 3.651e-04 2.220e-04 1.644 0.100269
## PC1658 5.957e-05 2.214e-04 0.269 0.787941
## PC1659 3.160e-04 2.196e-04 1.439 0.150370
## PC1660 3.783e-04 2.218e-04 1.705 0.088305 .
## PC1661 -1.905e-04 2.180e-04 -0.874 0.382435
## PC1662 -2.225e-05 2.195e-04 -0.101 0.919263
## PC1663 6.583e-05 2.208e-04 0.298 0.765604
## PC1664 7.576e-05 2.213e-04 0.342 0.732127
## PC1665 9.619e-05 2.191e-04 0.439 0.660660
## PC1666 1.477e-04 2.221e-04 0.665 0.505979
## PC1667 -5.238e-05 2.167e-04 -0.242 0.809041
## PC1668 1.609e-04 2.210e-04 0.728 0.466638
## PC1669 -7.563e-05 2.203e-04 -0.343 0.731382
## PC1670 -8.875e-05 2.269e-04 -0.391 0.695689
## PC1671 2.053e-04 2.191e-04 0.937 0.348753
## PC1672 2.137e-04 2.230e-04 0.958 0.338075
## PC1673 -1.677e-04 2.202e-04 -0.761 0.446596
## PC1674 2.570e-04 2.214e-04 1.161 0.245894
## PC1675 -2.402e-04 2.207e-04 -1.089 0.276464
## PC1676 2.173e-04 2.219e-04 0.979 0.327512
## PC1677 -3.071e-04 2.196e-04 -1.398 0.162160
## PC1678 2.955e-04 2.200e-04 1.343 0.179427
## PC1679 3.740e-05 2.201e-04 0.170 0.865065
## PC1680 2.151e-04 2.238e-04 0.961 0.336766
## PC1681 -1.614e-04 2.259e-04 -0.714 0.475149
## PC1682 -2.341e-04 2.207e-04 -1.061 0.288889
## PC1683 -1.283e-05 2.191e-04 -0.059 0.953320
## PC1684 -6.016e-05 2.165e-04 -0.278 0.781186
## PC1685 -8.388e-05 2.209e-04 -0.380 0.704177
## PC1686 3.973e-05 2.185e-04 0.182 0.855773
## PC1687 -2.738e-05 2.186e-04 -0.125 0.900332
## PC1688 2.021e-04 2.208e-04 0.915 0.360199
## PC1689 -8.040e-05 2.228e-04 -0.361 0.718261
## PC1690 -1.132e-05 2.222e-04 -0.051 0.959380
## PC1691 -1.315e-04 2.233e-04 -0.589 0.556104
## PC1692 -1.047e-04 2.208e-04 -0.474 0.635307
## PC1693 1.238e-04 2.232e-04 0.555 0.579169
## PC1694 -2.825e-04 2.250e-04 -1.255 0.209471
## PC1695 1.261e-04 2.214e-04 0.569 0.569105
## PC1696 -1.609e-04 2.243e-04 -0.717 0.473256
## PC1697 -4.031e-04 2.141e-04 -1.883 0.059869 .
## PC1698 2.776e-04 2.233e-04 1.243 0.214076
## PC1699 -1.601e-04 2.210e-04 -0.725 0.468819
## PC1700 7.051e-05 2.290e-04 0.308 0.758171
## PC1701 -2.916e-05 2.196e-04 -0.133 0.894401
## PC1702 1.060e-04 2.203e-04 0.481 0.630332
## PC1703 5.722e-05 2.222e-04 0.258 0.796821
## PC1704 -1.951e-04 2.232e-04 -0.874 0.382129
## PC1705 -1.649e-04 2.269e-04 -0.726 0.467652
## PC1706 -8.976e-05 2.167e-04 -0.414 0.678745
## PC1707 2.658e-04 2.158e-04 1.232 0.218167
## PC1708 -1.678e-04 2.219e-04 -0.756 0.449644
## PC1709 2.815e-04 2.214e-04 1.271 0.203751
## PC1710 6.358e-05 2.214e-04 0.287 0.773997
## PC1711 7.440e-05 2.169e-04 0.343 0.731597
## PC1712 2.480e-05 2.210e-04 0.112 0.910650
## PC1713 -2.794e-04 2.203e-04 -1.268 0.204875
## PC1714 -1.382e-04 2.213e-04 -0.624 0.532601
## PC1715 1.988e-04 2.216e-04 0.897 0.369857
## PC1716 3.162e-04 2.203e-04 1.435 0.151359
## PC1717 6.249e-05 2.227e-04 0.281 0.779097
## PC1718 -5.273e-05 2.205e-04 -0.239 0.811042
## PC1719 1.524e-04 2.202e-04 0.692 0.488926
## PC1720 -2.516e-04 2.236e-04 -1.125 0.260572
## PC1721 1.501e-04 2.194e-04 0.684 0.494086
## PC1722 3.047e-04 2.215e-04 1.376 0.169084
## PC1723 4.371e-04 2.243e-04 1.948 0.051549 .
## PC1724 1.653e-04 2.300e-04 0.719 0.472398
## PC1725 1.002e-05 2.220e-04 0.045 0.963995
## PC1726 2.872e-05 2.193e-04 0.131 0.895808
## PC1727 3.448e-04 2.240e-04 1.539 0.123892
## PC1728 -4.808e-04 2.260e-04 -2.128 0.033502 *
## PC1729 -2.597e-04 2.215e-04 -1.172 0.241166
## PC1730 -1.865e-04 2.263e-04 -0.824 0.409807
## PC1731 -5.539e-05 2.220e-04 -0.250 0.802971
## PC1732 1.461e-04 2.206e-04 0.663 0.507719
## PC1733 2.521e-04 2.231e-04 1.130 0.258568
## PC1734 2.332e-04 2.223e-04 1.049 0.294307
## PC1735 1.196e-04 2.255e-04 0.530 0.595975
## PC1736 -3.626e-04 2.254e-04 -1.608 0.107910
## PC1737 6.996e-04 2.237e-04 3.127 0.001793 **
## PC1738 -8.615e-05 2.197e-04 -0.392 0.695010
## PC1739 2.285e-04 2.202e-04 1.038 0.299430
## PC1740 7.884e-05 2.248e-04 0.351 0.725838
## PC1741 -3.442e-04 2.215e-04 -1.554 0.120367
## PC1742 1.003e-04 2.230e-04 0.450 0.652893
## PC1743 -9.696e-05 2.230e-04 -0.435 0.663816
## PC1744 5.639e-05 2.268e-04 0.249 0.803656
## PC1745 -3.338e-04 2.235e-04 -1.494 0.135479
## PC1746 -2.209e-04 2.276e-04 -0.971 0.331856
## PC1747 1.567e-04 2.284e-04 0.686 0.492715
## PC1748 1.748e-04 2.216e-04 0.789 0.430171
## PC1749 8.578e-06 2.217e-04 0.039 0.969140
## PC1750 -4.157e-04 2.234e-04 -1.861 0.062900 .
## PC1751 -1.759e-04 2.180e-04 -0.807 0.420008
## PC1752 6.983e-05 2.290e-04 0.305 0.760463
## PC1753 2.639e-04 2.251e-04 1.173 0.241106
## PC1754 2.459e-04 2.222e-04 1.107 0.268658
## PC1755 -3.405e-04 2.253e-04 -1.511 0.130909
## PC1756 2.448e-04 2.260e-04 1.083 0.278839
## PC1757 1.393e-06 2.253e-04 0.006 0.995067
## PC1758 1.824e-04 2.223e-04 0.820 0.412203
## PC1759 1.538e-04 2.278e-04 0.675 0.499675
## PC1760 -1.812e-04 2.196e-04 -0.825 0.409315
## PC1761 -7.567e-05 2.241e-04 -0.338 0.735628
## PC1762 8.278e-05 2.244e-04 0.369 0.712226
## PC1763 2.468e-04 2.243e-04 1.100 0.271319
## PC1764 2.845e-04 2.220e-04 1.281 0.200340
## PC1765 1.367e-04 2.197e-04 0.622 0.533739
## PC1766 1.914e-04 2.220e-04 0.862 0.388653
## PC1767 -1.156e-04 2.213e-04 -0.522 0.601437
## PC1768 -8.530e-05 2.257e-04 -0.378 0.705512
## PC1769 -9.550e-05 2.254e-04 -0.424 0.671812
## PC1770 -2.935e-05 2.205e-04 -0.133 0.894115
## PC1771 -2.462e-05 2.258e-04 -0.109 0.913189
## PC1772 -3.622e-04 2.226e-04 -1.627 0.103851
## PC1773 4.914e-04 2.216e-04 2.217 0.026747 *
## PC1774 -2.328e-04 2.252e-04 -1.034 0.301495
## PC1775 9.531e-05 2.268e-04 0.420 0.674331
## PC1776 -3.256e-05 2.236e-04 -0.146 0.884232
## PC1777 -1.873e-04 2.167e-04 -0.864 0.387507
## PC1778 -9.939e-06 2.218e-04 -0.045 0.964267
## PC1779 2.460e-04 2.221e-04 1.108 0.268179
## PC1780 2.422e-04 2.242e-04 1.081 0.280037
## PC1781 5.295e-04 2.254e-04 2.349 0.018913 *
## PC1782 -1.374e-04 2.238e-04 -0.614 0.539420
## PC1783 2.141e-04 2.247e-04 0.953 0.340713
## PC1784 2.030e-04 2.258e-04 0.899 0.368807
## PC1785 -1.874e-04 2.243e-04 -0.836 0.403536
## PC1786 -1.841e-04 2.239e-04 -0.822 0.410938
## PC1787 1.767e-04 2.247e-04 0.786 0.431874
## PC1788 -6.076e-05 2.249e-04 -0.270 0.787062
## PC1789 -2.255e-04 2.207e-04 -1.022 0.307024
## PC1790 -3.704e-04 2.257e-04 -1.641 0.100926
## PC1791 -3.959e-05 2.256e-04 -0.175 0.860745
## PC1792 -1.331e-04 2.260e-04 -0.589 0.555928
## PC1793 2.380e-04 2.217e-04 1.074 0.283087
## PC1794 -5.544e-05 2.241e-04 -0.247 0.804655
## PC1795 1.261e-04 2.268e-04 0.556 0.578399
## PC1796 -5.438e-04 2.273e-04 -2.393 0.016832 *
## PC1797 1.404e-04 2.246e-04 0.625 0.531845
## PC1798 -1.338e-04 2.331e-04 -0.574 0.566062
## PC1799 1.510e-04 2.232e-04 0.677 0.498791
## PC1800 4.722e-04 2.274e-04 2.077 0.037986 *
## PC1801 2.629e-04 2.230e-04 1.179 0.238436
## PC1802 -3.085e-04 2.259e-04 -1.366 0.172146
## PC1803 1.347e-04 2.259e-04 0.596 0.551183
## PC1804 5.652e-04 2.273e-04 2.486 0.013007 *
## PC1805 -1.998e-05 2.246e-04 -0.089 0.929113
## PC1806 -1.787e-04 2.284e-04 -0.783 0.433960
## PC1807 -4.096e-04 2.296e-04 -1.783 0.074682 .
## PC1808 -5.428e-04 2.264e-04 -2.397 0.016615 *
## PC1809 1.044e-04 2.224e-04 0.469 0.638990
## PC1810 2.588e-04 2.250e-04 1.150 0.250230
## PC1811 -2.094e-04 2.265e-04 -0.925 0.355334
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## PC1819 1.443e-04 2.278e-04 0.634 0.526375
## PC1820 -1.331e-04 2.287e-04 -0.582 0.560638
## PC1821 -3.044e-05 2.244e-04 -0.136 0.892126
## PC1822 -4.862e-04 2.190e-04 -2.220 0.026565 *
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## PC1824 1.366e-04 2.264e-04 0.603 0.546402
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## PC1834 2.140e-05 2.253e-04 0.095 0.924344
## PC1835 1.341e-04 2.244e-04 0.598 0.550152
## PC1836 6.834e-04 2.274e-04 3.005 0.002692 **
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## PC1839 -4.696e-05 2.271e-04 -0.207 0.836181
## PC1840 7.574e-05 2.248e-04 0.337 0.736165
## PC1841 4.195e-04 2.200e-04 1.907 0.056676 .
## PC1842 -5.238e-04 2.244e-04 -2.334 0.019716 *
## PC1843 -3.635e-04 2.275e-04 -1.598 0.110292
## PC1844 -1.190e-04 2.255e-04 -0.528 0.597803
## PC1845 -3.045e-04 2.284e-04 -1.333 0.182744
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## PC1850 9.895e-05 2.316e-04 0.427 0.669214
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## PC1852 2.351e-04 2.283e-04 1.030 0.303338
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## PC1854 -2.405e-05 2.274e-04 -0.106 0.915810
## PC1855 -4.093e-04 2.274e-04 -1.800 0.072054 .
## PC1856 -2.385e-04 2.259e-04 -1.056 0.291177
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## PC1858 1.629e-04 2.268e-04 0.718 0.472729
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## PC1870 -3.979e-04 2.303e-04 -1.728 0.084184 .
## PC1871 -4.548e-04 2.273e-04 -2.001 0.045526 *
## PC1872 3.947e-04 2.246e-04 1.758 0.078948 .
## PC1873 -1.865e-04 2.295e-04 -0.812 0.416622
## PC1874 3.530e-04 2.266e-04 1.558 0.119477
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## PC1892 -1.182e-04 2.268e-04 -0.521 0.602162
## PC1893 -5.833e-04 2.275e-04 -2.564 0.010426 *
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## PC1896 1.248e-04 2.285e-04 0.546 0.584841
## PC1897 -3.935e-04 2.280e-04 -1.726 0.084520 .
## PC1898 1.519e-05 2.252e-04 0.067 0.946220
## PC1899 6.197e-04 2.301e-04 2.693 0.007151 **
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## PC1904 -3.387e-05 2.302e-04 -0.147 0.883052
## PC1905 4.483e-04 2.213e-04 2.026 0.042909 *
## PC1906 -2.401e-04 2.274e-04 -1.056 0.291182
## PC1907 4.189e-04 2.270e-04 1.845 0.065211 .
## PC1908 3.596e-04 2.286e-04 1.573 0.115945
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## PC1910 1.274e-04 2.299e-04 0.554 0.579687
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## PC1913 1.419e-04 2.234e-04 0.635 0.525338
## PC1914 -5.684e-04 2.244e-04 -2.533 0.011391 *
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## PC1917 1.391e-05 2.310e-04 0.060 0.951969
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## PC1920 1.483e-04 2.287e-04 0.648 0.516784
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## PC1926 2.255e-04 2.309e-04 0.977 0.328905
## PC1927 6.141e-05 2.303e-04 0.267 0.789799
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## PC1940 3.110e-04 2.293e-04 1.357 0.175084
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## PC1946 6.000e-05 2.276e-04 0.264 0.792110
## PC1947 6.580e-04 2.296e-04 2.866 0.004208 **
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## PC1950 2.134e-05 2.301e-04 0.093 0.926123
## PC1951 4.378e-04 2.320e-04 1.887 0.059345 .
## PC1952 8.376e-05 2.307e-04 0.363 0.716607
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## PC1954 6.431e-05 2.302e-04 0.279 0.779991
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## PC1960 3.163e-04 2.295e-04 1.378 0.168316
## PC1961 -3.751e-04 2.276e-04 -1.648 0.099507 .
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## PC1964 2.115e-04 2.271e-04 0.931 0.351942
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## PC1967 9.601e-05 2.304e-04 0.417 0.676969
## PC1968 7.232e-05 2.300e-04 0.314 0.753269
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## PC1971 3.311e-04 2.304e-04 1.437 0.150885
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## PC1977 4.356e-05 2.311e-04 0.188 0.850546
## PC1978 6.173e-04 2.272e-04 2.717 0.006660 **
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## PC1980 3.194e-04 2.263e-04 1.412 0.158224
## PC1981 1.239e-04 2.263e-04 0.547 0.584283
## PC1982 3.557e-04 2.239e-04 1.588 0.112380
## PC1983 3.232e-04 2.288e-04 1.412 0.158002
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## PC1985 1.804e-04 2.262e-04 0.797 0.425331
## PC1986 1.490e-04 2.296e-04 0.649 0.516377
## PC1987 2.181e-04 2.265e-04 0.963 0.335721
## PC1988 4.836e-04 2.283e-04 2.119 0.034269 *
## PC1989 -4.105e-04 2.314e-04 -1.774 0.076226 .
## PC1990 8.255e-05 2.276e-04 0.363 0.716899
## PC1991 -2.624e-04 2.297e-04 -1.142 0.253614
## PC1992 2.768e-04 2.284e-04 1.212 0.225692
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## PC1999 6.561e-05 2.294e-04 0.286 0.774948
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## PC2001 2.610e-04 2.280e-04 1.144 0.252651
## PC2002 -9.166e-05 2.273e-04 -0.403 0.686859
## PC2003 -5.020e-04 2.347e-04 -2.138 0.032618 *
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## PC2006 -3.387e-04 2.281e-04 -1.485 0.137777
## PC2007 1.760e-04 2.336e-04 0.753 0.451291
## PC2008 1.283e-04 2.308e-04 0.556 0.578348
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## PC2011 2.283e-05 2.305e-04 0.099 0.921116
## PC2012 -4.126e-04 2.311e-04 -1.785 0.074373 .
## PC2013 -4.892e-05 2.280e-04 -0.215 0.830106
## PC2014 -1.378e-04 2.350e-04 -0.586 0.557638
## PC2015 -3.725e-05 2.305e-04 -0.162 0.871638
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## PC2019 2.263e-04 2.282e-04 0.992 0.321546
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## PC2026 -4.432e-04 2.401e-04 -1.846 0.065044 .
## PC2027 1.326e-04 2.292e-04 0.578 0.563112
## PC2028 4.044e-04 2.333e-04 1.733 0.083249 .
## PC2029 1.922e-04 2.302e-04 0.835 0.403973
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## PC2039 1.186e-04 2.321e-04 0.511 0.609480
## PC2040 -4.588e-04 2.349e-04 -1.953 0.050993 .
## PC2041 3.932e-04 2.296e-04 1.713 0.086951 .
## PC2042 1.869e-04 2.377e-04 0.786 0.431847
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## PC2044 2.038e-04 2.348e-04 0.868 0.385362
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## PC2060 2.456e-04 2.343e-04 1.048 0.294746
## PC2061 4.254e-04 2.306e-04 1.845 0.065254 .
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## PC2075 -1.531e-04 2.390e-04 -0.641 0.521807
## PC2076 3.797e-04 2.276e-04 1.668 0.095511 .
## PC2077 -1.364e-04 2.304e-04 -0.592 0.553975
## PC2078 1.727e-04 2.340e-04 0.738 0.460444
## PC2079 -1.381e-04 2.332e-04 -0.592 0.553839
## PC2080 2.254e-04 2.329e-04 0.968 0.333318
## PC2081 1.845e-04 2.338e-04 0.789 0.430075
## PC2082 2.170e-04 2.352e-04 0.923 0.356341
## PC2083 1.510e-04 2.322e-04 0.650 0.515739
## PC2084 -2.963e-04 2.406e-04 -1.232 0.218240
## PC2085 -3.490e-04 2.352e-04 -1.484 0.137953
## PC2086 -5.156e-04 2.339e-04 -2.205 0.027605 *
## PC2087 2.197e-04 2.355e-04 0.933 0.351010
## PC2088 2.024e-04 2.321e-04 0.872 0.383172
## PC2089 1.158e-04 2.301e-04 0.503 0.614861
## PC2090 -1.633e-06 2.313e-04 -0.007 0.994368
## PC2091 1.111e-04 2.331e-04 0.477 0.633669
## PC2092 -2.887e-04 2.296e-04 -1.258 0.208691
## PC2093 -1.010e-04 2.329e-04 -0.434 0.664587
## PC2094 4.951e-04 2.298e-04 2.154 0.031368 *
## PC2095 2.040e-04 2.315e-04 0.881 0.378483
## PC2096 -2.080e-04 2.314e-04 -0.899 0.368804
## PC2097 -1.187e-04 2.307e-04 -0.515 0.606958
## PC2098 -5.704e-04 2.321e-04 -2.458 0.014082 *
## PC2099 -3.723e-04 2.287e-04 -1.628 0.103682
## PC2100 -3.696e-05 2.340e-04 -0.158 0.874517
## PC2101 1.304e-04 2.315e-04 0.563 0.573227
## PC2102 1.107e-04 2.344e-04 0.472 0.636960
## PC2103 -3.970e-05 2.349e-04 -0.169 0.865783
## PC2104 2.244e-04 2.352e-04 0.954 0.340147
## PC2105 -2.030e-04 2.370e-04 -0.856 0.391999
## PC2106 2.992e-04 2.342e-04 1.277 0.201674
## PC2107 -1.609e-04 2.336e-04 -0.689 0.490986
## PC2108 2.672e-04 2.294e-04 1.165 0.244293
## PC2109 -3.057e-05 2.339e-04 -0.131 0.896015
## PC2110 -7.562e-05 2.384e-04 -0.317 0.751144
## PC2111 2.454e-04 2.303e-04 1.066 0.286610
## PC2112 -3.748e-04 2.289e-04 -1.637 0.101737
## PC2113 2.534e-04 2.356e-04 1.076 0.282195
## PC2114 -1.472e-04 2.353e-04 -0.626 0.531660
## PC2115 -1.469e-04 2.338e-04 -0.628 0.529919
## PC2116 -1.048e-04 2.313e-04 -0.453 0.650659
## PC2117 -2.238e-04 2.327e-04 -0.962 0.336307
## PC2118 -1.776e-05 2.306e-04 -0.077 0.938616
## PC2119 7.204e-05 2.386e-04 0.302 0.762780
## PC2120 -3.399e-04 2.322e-04 -1.463 0.143524
## PC2121 -2.522e-05 2.382e-04 -0.106 0.915683
## PC2122 1.652e-04 2.362e-04 0.700 0.484329
## PC2123 2.631e-04 2.334e-04 1.127 0.259688
## PC2124 2.798e-04 2.371e-04 1.180 0.238145
## PC2125 7.676e-05 2.314e-04 0.332 0.740168
## PC2126 -1.994e-04 2.316e-04 -0.861 0.389366
## PC2127 2.239e-04 2.335e-04 0.959 0.337722
## PC2128 -6.591e-05 2.307e-04 -0.286 0.775156
## PC2129 2.435e-04 2.348e-04 1.037 0.299697
## PC2130 -4.519e-04 2.290e-04 -1.973 0.048619 *
## PC2131 4.616e-04 2.356e-04 1.959 0.050287 .
## PC2132 -2.995e-04 2.396e-04 -1.250 0.211382
## PC2133 6.473e-05 2.337e-04 0.277 0.781849
## PC2134 1.952e-04 2.312e-04 0.844 0.398724
## PC2135 1.835e-04 2.342e-04 0.783 0.433594
## PC2136 -1.336e-04 2.302e-04 -0.580 0.561893
## PC2137 3.221e-04 2.415e-04 1.333 0.182545
## PC2138 -2.374e-04 2.329e-04 -1.020 0.308103
## PC2139 -4.758e-04 2.306e-04 -2.063 0.039222 *
## PC2140 -5.075e-04 2.396e-04 -2.118 0.034307 *
## PC2141 2.134e-04 2.379e-04 0.897 0.369737
## PC2142 1.891e-04 2.352e-04 0.804 0.421506
## PC2143 -1.021e-04 2.376e-04 -0.430 0.667546
## PC2144 2.829e-04 2.372e-04 1.193 0.233145
## PC2145 -1.775e-04 2.349e-04 -0.756 0.449856
## PC2146 -1.303e-04 2.325e-04 -0.560 0.575257
## PC2147 2.211e-04 2.304e-04 0.960 0.337338
## PC2148 -2.209e-04 2.360e-04 -0.936 0.349313
## PC2149 4.024e-04 2.308e-04 1.743 0.081439 .
## PC2150 3.722e-04 2.351e-04 1.584 0.113482
## PC2151 3.400e-04 2.360e-04 1.440 0.149929
## PC2152 -3.436e-04 2.314e-04 -1.485 0.137808
## PC2153 6.805e-05 2.350e-04 0.290 0.772205
## PC2154 -1.429e-04 2.366e-04 -0.604 0.546044
## PC2155 2.206e-04 2.336e-04 0.944 0.345138
## PC2156 1.854e-04 2.312e-04 0.802 0.422691
## PC2157 5.902e-05 2.323e-04 0.254 0.799446
## PC2158 -2.900e-04 2.377e-04 -1.220 0.222609
## PC2159 3.257e-05 2.347e-04 0.139 0.889658
## PC2160 3.695e-04 2.332e-04 1.585 0.113243
## PC2161 6.025e-05 2.333e-04 0.258 0.796282
## PC2162 8.300e-05 2.420e-04 0.343 0.731701
## PC2163 -5.060e-04 2.319e-04 -2.181 0.029286 *
## PC2164 1.484e-04 2.353e-04 0.630 0.528518
## PC2165 -1.733e-04 2.309e-04 -0.751 0.453052
## PC2166 -3.128e-04 2.332e-04 -1.341 0.179970
## PC2167 2.120e-05 2.330e-04 0.091 0.927499
## PC2168 2.162e-04 2.349e-04 0.920 0.357635
## PC2169 -1.012e-04 2.320e-04 -0.436 0.662913
## PC2170 -3.575e-04 2.357e-04 -1.517 0.129454
## PC2171 2.541e-05 2.348e-04 0.108 0.913831
## PC2172 -4.383e-04 2.345e-04 -1.869 0.061776 .
## PC2173 -3.562e-04 2.314e-04 -1.539 0.123944
## PC2174 3.575e-05 2.362e-04 0.151 0.879697
## PC2175 2.181e-04 2.351e-04 0.928 0.353607
## PC2176 3.104e-04 2.380e-04 1.304 0.192298
## PC2177 -1.418e-04 2.361e-04 -0.600 0.548280
## PC2178 -7.717e-05 2.333e-04 -0.331 0.740808
## PC2179 3.368e-05 2.322e-04 0.145 0.884711
## PC2180 -2.676e-04 2.344e-04 -1.142 0.253793
## PC2181 1.547e-04 2.293e-04 0.674 0.500138
## PC2182 4.705e-05 2.368e-04 0.199 0.842491
## PC2183 1.040e-05 2.344e-04 0.044 0.964613
## PC2184 8.792e-05 2.346e-04 0.375 0.707885
## PC2185 -7.291e-05 2.330e-04 -0.313 0.754429
## PC2186 1.355e-05 2.376e-04 0.057 0.954522
## PC2187 3.046e-04 2.338e-04 1.303 0.192700
## PC2188 -8.988e-05 2.389e-04 -0.376 0.706773
## PC2189 -5.010e-04 2.345e-04 -2.136 0.032823 *
## PC2190 2.715e-04 2.370e-04 1.146 0.252150
## PC2191 1.615e-04 2.367e-04 0.682 0.495112
## PC2192 -1.541e-05 2.338e-04 -0.066 0.947454
## PC2193 3.754e-06 2.355e-04 0.016 0.987283
## PC2194 4.960e-04 2.353e-04 2.107 0.035223 *
## PC2195 3.120e-04 2.400e-04 1.300 0.193793
## PC2196 -2.754e-05 2.339e-04 -0.118 0.906257
## PC2197 2.691e-04 2.322e-04 1.159 0.246686
## PC2198 -6.566e-05 2.390e-04 -0.275 0.783587
## PC2199 -2.517e-04 2.398e-04 -1.050 0.294081
## PC2200 3.762e-04 2.383e-04 1.579 0.114567
## PC2201 1.050e-04 2.392e-04 0.439 0.660711
## PC2202 -2.234e-04 2.322e-04 -0.962 0.336178
## PC2203 -1.614e-04 2.338e-04 -0.690 0.490010
## PC2204 -3.770e-05 2.322e-04 -0.162 0.871073
## PC2205 8.816e-05 2.317e-04 0.380 0.703638
## PC2206 2.988e-04 2.321e-04 1.287 0.198108
## PC2207 -1.500e-04 2.378e-04 -0.631 0.528150
## PC2208 -8.015e-05 2.346e-04 -0.342 0.732712
## PC2209 -4.405e-05 2.322e-04 -0.190 0.849562
## PC2210 1.743e-04 2.371e-04 0.735 0.462333
## PC2211 -3.533e-04 2.388e-04 -1.480 0.139073
## PC2212 3.092e-04 2.355e-04 1.313 0.189486
## PC2213 -1.279e-04 2.315e-04 -0.553 0.580667
## PC2214 -3.875e-04 2.354e-04 -1.646 0.099900 .
## PC2215 1.090e-04 2.350e-04 0.464 0.642891
## PC2216 -1.846e-04 2.345e-04 -0.787 0.431210
## PC2217 -6.706e-05 2.362e-04 -0.284 0.776527
## PC2218 2.178e-04 2.324e-04 0.937 0.348939
## PC2219 -5.043e-04 2.342e-04 -2.153 0.031450 *
## PC2220 -6.125e-05 2.374e-04 -0.258 0.796415
## PC2221 9.399e-05 2.326e-04 0.404 0.686204
## PC2222 7.380e-05 2.395e-04 0.308 0.757997
## PC2223 2.540e-05 2.323e-04 0.109 0.912968
## PC2224 1.367e-04 2.337e-04 0.585 0.558755
## PC2225 -1.618e-04 2.373e-04 -0.682 0.495312
## PC2226 -3.577e-04 2.390e-04 -1.497 0.134688
## PC2227 -5.920e-04 2.374e-04 -2.494 0.012727 *
## PC2228 -1.578e-04 2.351e-04 -0.671 0.502110
## PC2229 -5.901e-05 2.393e-04 -0.247 0.805286
## PC2230 -2.569e-05 2.339e-04 -0.110 0.912538
## PC2231 -3.099e-05 2.312e-04 -0.134 0.893374
## PC2232 5.171e-04 2.370e-04 2.182 0.029252 *
## PC2233 2.253e-04 2.373e-04 0.949 0.342540
## PC2234 2.034e-04 2.363e-04 0.861 0.389443
## PC2235 9.648e-06 2.347e-04 0.041 0.967221
## PC2236 -2.351e-04 2.397e-04 -0.981 0.326845
## PC2237 7.101e-05 2.345e-04 0.303 0.762029
## PC2238 1.945e-04 2.399e-04 0.811 0.417681
## PC2239 3.943e-04 2.401e-04 1.642 0.100729
## PC2240 -9.032e-05 2.330e-04 -0.388 0.698303
## PC2241 9.138e-05 2.425e-04 0.377 0.706370
## PC2242 1.013e-04 2.365e-04 0.428 0.668609
## PC2243 1.252e-04 2.322e-04 0.539 0.589974
## PC2244 8.536e-05 2.366e-04 0.361 0.718313
## PC2245 -3.351e-04 2.392e-04 -1.401 0.161358
## PC2246 -2.735e-04 2.408e-04 -1.136 0.256214
## PC2247 2.206e-04 2.362e-04 0.934 0.350395
## PC2248 -4.323e-04 2.392e-04 -1.807 0.070932 .
## PC2249 -4.468e-04 2.358e-04 -1.895 0.058317 .
## PC2250 -2.254e-04 2.388e-04 -0.944 0.345248
## PC2251 -3.771e-05 2.389e-04 -0.158 0.874586
## PC2252 3.941e-04 2.343e-04 1.682 0.092769 .
## PC2253 -3.833e-05 2.424e-04 -0.158 0.874380
## PC2254 3.567e-04 2.331e-04 1.530 0.126191
## PC2255 4.187e-05 2.367e-04 0.177 0.859646
## PC2256 6.704e-05 2.391e-04 0.280 0.779247
## PC2257 -3.406e-04 2.369e-04 -1.438 0.150660
## PC2258 3.623e-05 2.363e-04 0.153 0.878191
## PC2259 1.873e-04 2.402e-04 0.780 0.435629
## PC2260 -3.801e-04 2.394e-04 -1.587 0.112600
## PC2261 -2.492e-04 2.357e-04 -1.058 0.290385
## PC2262 3.992e-07 2.365e-04 0.002 0.998654
## PC2263 -2.154e-04 2.369e-04 -0.909 0.363413
## PC2264 6.169e-05 2.319e-04 0.266 0.790238
## PC2265 2.417e-04 2.331e-04 1.037 0.299915
## PC2266 -1.607e-04 2.406e-04 -0.668 0.504303
## PC2267 4.270e-05 2.372e-04 0.180 0.857157
## PC2268 -2.418e-04 2.397e-04 -1.009 0.313284
## PC2269 5.277e-04 2.389e-04 2.209 0.027324 *
## PC2270 -4.121e-04 2.336e-04 -1.764 0.077840 .
## PC2271 -2.964e-05 2.379e-04 -0.125 0.900877
## PC2272 -1.230e-04 2.377e-04 -0.518 0.604776
## PC2273 1.314e-04 2.383e-04 0.552 0.581361
## PC2274 1.379e-04 2.342e-04 0.589 0.555989
## PC2275 -4.771e-04 2.362e-04 -2.020 0.043545 *
## PC2276 -1.214e-04 2.375e-04 -0.511 0.609318
## PC2277 -5.540e-04 2.316e-04 -2.392 0.016860 *
## PC2278 2.545e-04 2.349e-04 1.083 0.278754
## PC2279 -9.567e-05 2.369e-04 -0.404 0.686416
## PC2280 4.389e-06 2.393e-04 0.018 0.985371
## PC2281 -3.997e-04 2.377e-04 -1.682 0.092831 .
## PC2282 -1.658e-04 2.372e-04 -0.699 0.484801
## PC2283 1.672e-04 2.369e-04 0.706 0.480307
## PC2284 9.501e-05 2.434e-04 0.390 0.696373
## PC2285 6.724e-05 2.388e-04 0.282 0.778323
## PC2286 -2.940e-05 2.392e-04 -0.123 0.902207
## PC2287 -2.824e-04 2.408e-04 -1.173 0.241093
## PC2288 1.338e-04 2.372e-04 0.564 0.572770
## PC2289 2.029e-04 2.420e-04 0.839 0.401810
## PC2290 3.552e-04 2.447e-04 1.451 0.146863
## PC2291 1.888e-05 2.392e-04 0.079 0.937106
## PC2292 -1.790e-04 2.379e-04 -0.752 0.451935
## PC2293 4.562e-04 2.434e-04 1.874 0.061071 .
## PC2294 -1.324e-04 2.405e-04 -0.551 0.581967
## PC2295 -3.150e-04 2.412e-04 -1.306 0.191643
## PC2296 -3.023e-04 2.435e-04 -1.241 0.214692
## PC2297 3.183e-06 2.381e-04 0.013 0.989336
## PC2298 -1.457e-04 2.432e-04 -0.599 0.549173
## PC2299 4.538e-05 2.389e-04 0.190 0.849352
## PC2300 -2.778e-06 2.453e-04 -0.011 0.990966
## PC2301 1.212e-04 2.452e-04 0.494 0.621214
## PC2302 -5.404e-05 2.367e-04 -0.228 0.819472
## PC2303 2.483e-04 2.389e-04 1.039 0.298915
## PC2304 -1.046e-04 2.399e-04 -0.436 0.662892
## PC2305 -2.270e-04 2.373e-04 -0.957 0.338710
## PC2306 -1.836e-04 2.366e-04 -0.776 0.437820
## PC2307 1.470e-04 2.371e-04 0.620 0.535411
## PC2308 -4.141e-04 2.401e-04 -1.724 0.084835 .
## PC2309 -7.062e-05 2.385e-04 -0.296 0.767204
## PC2310 -1.639e-04 2.333e-04 -0.702 0.482494
## PC2311 -8.559e-05 2.370e-04 -0.361 0.718051
## PC2312 -1.817e-04 2.394e-04 -0.759 0.447832
## PC2313 -9.179e-05 2.372e-04 -0.387 0.698756
## PC2314 -5.026e-05 2.367e-04 -0.212 0.831872
## PC2315 -1.257e-04 2.378e-04 -0.529 0.596959
## PC2316 -2.121e-05 2.403e-04 -0.088 0.929662
## PC2317 6.103e-06 2.364e-04 0.026 0.979411
## PC2318 -4.901e-05 2.460e-04 -0.199 0.842114
## PC2319 1.442e-04 2.354e-04 0.613 0.540143
## PC2320 3.277e-06 2.418e-04 0.014 0.989187
## PC2321 1.299e-04 2.446e-04 0.531 0.595492
## PC2322 1.768e-04 2.411e-04 0.733 0.463398
## PC2323 -3.273e-04 2.360e-04 -1.387 0.165618
## PC2324 3.968e-05 2.406e-04 0.165 0.869015
## PC2325 3.460e-04 2.407e-04 1.438 0.150663
## PC2326 -2.158e-04 2.391e-04 -0.902 0.366947
## PC2327 6.250e-04 2.359e-04 2.650 0.008125 **
## PC2328 -1.253e-04 2.437e-04 -0.514 0.607049
## PC2329 2.742e-05 2.424e-04 0.113 0.909948
## PC2330 2.627e-04 2.402e-04 1.094 0.274274
## PC2331 -1.769e-04 2.394e-04 -0.739 0.459972
## PC2332 5.710e-04 2.404e-04 2.375 0.017646 *
## PC2333 2.804e-04 2.404e-04 1.166 0.243634
## PC2334 -1.321e-06 2.389e-04 -0.006 0.995590
## PC2335 3.053e-04 2.377e-04 1.285 0.199095
## PC2336 -1.567e-04 2.426e-04 -0.646 0.518311
## PC2337 -1.580e-05 2.370e-04 -0.067 0.946859
## PC2338 -1.251e-04 2.373e-04 -0.527 0.598054
## PC2339 -3.583e-04 2.387e-04 -1.501 0.133450
## PC2340 5.250e-04 2.385e-04 2.201 0.027835 *
## PC2341 6.948e-05 2.366e-04 0.294 0.769076
## PC2342 6.823e-04 2.452e-04 2.782 0.005455 **
## PC2343 -1.943e-04 2.403e-04 -0.808 0.418962
## PC2344 -1.066e-04 2.369e-04 -0.450 0.652842
## PC2345 -2.749e-04 2.355e-04 -1.167 0.243333
## PC2346 2.198e-04 2.386e-04 0.921 0.357134
## PC2347 -1.222e-04 2.414e-04 -0.506 0.612789
## PC2348 -4.916e-05 2.387e-04 -0.206 0.836846
## PC2349 -5.663e-06 2.413e-04 -0.023 0.981276
## PC2350 4.757e-05 2.435e-04 0.195 0.845126
## PC2351 -1.938e-04 2.338e-04 -0.829 0.407308
## PC2352 1.348e-04 2.367e-04 0.569 0.569124
## PC2353 9.672e-05 2.355e-04 0.411 0.681370
## PC2354 -2.439e-04 2.375e-04 -1.027 0.304485
## PC2355 -2.172e-04 2.450e-04 -0.887 0.375318
## PC2356 2.471e-05 2.383e-04 0.104 0.917427
## PC2357 5.783e-05 2.465e-04 0.235 0.814549
## PC2358 2.592e-04 2.375e-04 1.091 0.275287
## PC2359 6.855e-05 2.398e-04 0.286 0.774982
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## PC2361 8.931e-05 2.403e-04 0.372 0.710216
## PC2362 3.862e-04 2.441e-04 1.582 0.113826
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## PC2365 3.551e-04 2.431e-04 1.461 0.144303
## PC2366 -1.695e-04 2.411e-04 -0.703 0.482005
## PC2367 6.734e-05 2.415e-04 0.279 0.780441
## PC2368 -6.244e-06 2.412e-04 -0.026 0.979349
## PC2369 2.543e-04 2.401e-04 1.059 0.289667
## PC2370 1.104e-04 2.420e-04 0.456 0.648221
## PC2371 -4.723e-04 2.412e-04 -1.958 0.050375 .
## PC2372 -2.519e-04 2.399e-04 -1.050 0.293785
## PC2373 -4.122e-04 2.447e-04 -1.685 0.092222 .
## PC2374 -1.461e-04 2.413e-04 -0.605 0.545083
## PC2375 -1.162e-04 2.377e-04 -0.489 0.624939
## PC2376 7.456e-05 2.431e-04 0.307 0.759120
## PC2377 1.149e-04 2.401e-04 0.478 0.632464
## PC2378 2.972e-04 2.456e-04 1.210 0.226343
## PC2379 1.998e-04 2.436e-04 0.820 0.412274
## PC2380 -2.129e-04 2.441e-04 -0.872 0.383105
## PC2381 -1.524e-04 2.436e-04 -0.626 0.531634
## PC2382 7.766e-05 2.355e-04 0.330 0.741611
## PC2383 1.986e-04 2.449e-04 0.811 0.417535
## PC2384 -1.949e-04 2.412e-04 -0.808 0.419201
## PC2385 -1.237e-04 2.445e-04 -0.506 0.612966
## PC2386 3.626e-04 2.398e-04 1.512 0.130636
## PC2387 -4.181e-05 2.417e-04 -0.173 0.862708
## PC2388 -2.447e-04 2.417e-04 -1.012 0.311473
## PC2389 1.594e-04 2.418e-04 0.659 0.509944
## PC2390 -1.658e-04 2.485e-04 -0.667 0.504732
## PC2391 6.874e-04 2.416e-04 2.846 0.004480 **
## PC2392 -2.990e-04 2.403e-04 -1.244 0.213553
## PC2393 5.275e-05 2.436e-04 0.217 0.828556
## PC2394 -1.898e-04 2.431e-04 -0.781 0.435085
## PC2395 6.433e-04 2.422e-04 2.656 0.007971 **
## PC2396 1.298e-04 2.379e-04 0.546 0.585442
## PC2397 3.027e-04 2.430e-04 1.245 0.213150
## PC2398 2.431e-04 2.383e-04 1.020 0.307775
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## PC2403 3.779e-04 2.496e-04 1.514 0.130159
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## PC2405 5.063e-05 2.407e-04 0.210 0.833408
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## PC2407 1.835e-04 2.397e-04 0.766 0.443991
## PC2408 -4.209e-04 2.432e-04 -1.730 0.083722 .
## PC2409 2.389e-04 2.440e-04 0.979 0.327816
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## PC2411 -7.951e-05 2.414e-04 -0.329 0.741940
## PC2412 -4.341e-05 2.454e-04 -0.177 0.859608
## PC2413 -4.083e-04 2.395e-04 -1.705 0.088331 .
## PC2414 3.785e-04 2.416e-04 1.567 0.117407
## PC2415 -1.599e-04 2.425e-04 -0.659 0.509809
## PC2416 -4.444e-04 2.406e-04 -1.848 0.064824 .
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## PC2419 -3.266e-04 2.427e-04 -1.346 0.178586
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## PC2431 3.000e-04 2.394e-04 1.253 0.210394
## PC2432 6.909e-04 2.438e-04 2.834 0.004652 **
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## PC2435 8.208e-06 2.410e-04 0.034 0.972834
## PC2436 -4.281e-04 2.455e-04 -1.744 0.081307 .
## PC2437 -1.251e-04 2.404e-04 -0.521 0.602701
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## PC2446 -3.784e-04 2.450e-04 -1.544 0.122676
## PC2447 5.225e-04 2.396e-04 2.181 0.029352 *
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## PC2449 1.139e-04 2.444e-04 0.466 0.641153
## PC2450 -7.689e-05 2.426e-04 -0.317 0.751333
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## PC2458 1.714e-04 2.441e-04 0.702 0.482516
## PC2459 -8.275e-04 2.405e-04 -3.440 0.000595 ***
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## PC2466 -1.331e-04 2.429e-04 -0.548 0.583829
## PC2467 5.767e-04 2.467e-04 2.338 0.019520 *
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## PC2470 -2.674e-05 2.394e-04 -0.112 0.911057
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## PC2473 7.950e-05 2.469e-04 0.322 0.747541
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## PC2479 1.118e-04 2.446e-04 0.457 0.647641
## PC2480 -5.077e-04 2.411e-04 -2.106 0.035367 *
## PC2481 -2.934e-04 2.432e-04 -1.206 0.227861
## PC2482 -4.881e-05 2.446e-04 -0.200 0.841826
## PC2483 2.258e-04 2.422e-04 0.933 0.351175
## PC2484 2.299e-04 2.451e-04 0.938 0.348464
## PC2485 4.355e-04 2.472e-04 1.762 0.078305 .
## PC2486 -2.525e-04 2.451e-04 -1.030 0.302969
## PC2487 3.189e-04 2.451e-04 1.301 0.193353
## PC2488 -2.496e-04 2.484e-04 -1.005 0.315145
## PC2489 -6.204e-05 2.391e-04 -0.259 0.795340
## PC2490 2.829e-04 2.463e-04 1.149 0.250879
## PC2491 1.834e-04 2.402e-04 0.764 0.445125
## PC2492 -2.512e-04 2.463e-04 -1.020 0.308078
## PC2493 -4.875e-04 2.449e-04 -1.991 0.046622 *
## PC2494 2.370e-04 2.425e-04 0.977 0.328671
## PC2495 1.631e-04 2.438e-04 0.669 0.503558
## PC2496 9.115e-05 2.467e-04 0.370 0.711762
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## PC2498 2.279e-04 2.450e-04 0.930 0.352376
## PC2499 5.228e-05 2.437e-04 0.215 0.830176
## PC2500 4.139e-04 2.450e-04 1.689 0.091354 .
## PC2501 -6.554e-05 2.431e-04 -0.270 0.787466
## PC2502 4.107e-04 2.400e-04 1.711 0.087199 .
## PC2503 -2.665e-04 2.481e-04 -1.074 0.282764
## PC2504 -1.656e-04 2.482e-04 -0.667 0.504864
## PC2505 1.620e-04 2.417e-04 0.670 0.502828
## PC2506 -9.850e-06 2.460e-04 -0.040 0.968067
## PC2507 7.559e-04 2.431e-04 3.110 0.001901 **
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## PC2509 1.454e-04 2.518e-04 0.578 0.563647
## PC2510 -3.200e-05 2.448e-04 -0.131 0.896016
## PC2511 -4.410e-04 2.432e-04 -1.813 0.069961 .
## PC2512 1.023e-04 2.458e-04 0.416 0.677170
## PC2513 3.466e-04 2.457e-04 1.411 0.158439
## PC2514 8.245e-06 2.430e-04 0.034 0.972941
## PC2515 -3.110e-04 2.527e-04 -1.231 0.218637
## PC2516 -1.587e-05 2.395e-04 -0.066 0.947174
## PC2517 -4.930e-04 2.448e-04 -2.014 0.044207 *
## PC2518 5.288e-05 2.484e-04 0.213 0.831414
## PC2519 -1.490e-04 2.441e-04 -0.611 0.541532
## PC2520 -2.420e-04 2.448e-04 -0.988 0.323074
## PC2521 1.627e-04 2.447e-04 0.665 0.506160
## PC2522 -1.171e-04 2.404e-04 -0.487 0.626140
## PC2523 -1.754e-04 2.450e-04 -0.716 0.474215
## PC2524 -1.406e-04 2.425e-04 -0.580 0.562130
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## PC2527 -3.632e-04 2.516e-04 -1.444 0.148971
## PC2528 -1.739e-04 2.507e-04 -0.694 0.487897
## PC2529 1.767e-05 2.471e-04 0.072 0.942983
## PC2530 1.720e-04 2.422e-04 0.710 0.477727
## PC2531 -2.328e-04 2.483e-04 -0.937 0.348705
## PC2532 -3.857e-04 2.481e-04 -1.555 0.120142
## PC2533 5.807e-04 2.434e-04 2.386 0.017136 *
## PC2534 -2.724e-04 2.468e-04 -1.104 0.269861
## PC2535 -1.256e-04 2.500e-04 -0.502 0.615506
## PC2536 -7.067e-05 2.453e-04 -0.288 0.773339
## PC2537 -2.913e-04 2.505e-04 -1.163 0.245079
## PC2538 -5.232e-05 2.445e-04 -0.214 0.830578
## PC2539 -6.785e-05 2.467e-04 -0.275 0.783282
## PC2540 4.303e-04 2.423e-04 1.776 0.075960 .
## PC2541 1.039e-04 2.439e-04 0.426 0.670058
## PC2542 1.584e-04 2.466e-04 0.642 0.520826
## PC2543 4.126e-04 2.432e-04 1.696 0.089998 .
## PC2544 -3.565e-04 2.451e-04 -1.454 0.146032
## PC2545 3.077e-04 2.432e-04 1.265 0.206008
## PC2546 -5.709e-04 2.494e-04 -2.288 0.022228 *
## PC2547 1.172e-04 2.510e-04 0.467 0.640423
## PC2548 1.715e-04 2.478e-04 0.692 0.488940
## PC2549 5.791e-04 2.423e-04 2.390 0.016951 *
## PC2550 -5.635e-06 2.466e-04 -0.023 0.981773
## PC2551 7.240e-05 2.463e-04 0.294 0.768798
## PC2552 9.781e-05 2.411e-04 0.406 0.685033
## PC2553 7.495e-05 2.408e-04 0.311 0.755648
## PC2554 -1.243e-04 2.447e-04 -0.508 0.611576
## PC2555 5.223e-04 2.560e-04 2.040 0.041458 *
## PC2556 3.876e-04 2.494e-04 1.554 0.120434
## PC2557 6.761e-05 2.462e-04 0.275 0.783633
## PC2558 1.342e-04 2.466e-04 0.544 0.586412
## PC2559 -2.494e-04 2.440e-04 -1.022 0.306806
## PC2560 -2.409e-04 2.462e-04 -0.978 0.328061
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## PC2563 -5.664e-05 2.430e-04 -0.233 0.815721
## PC2564 -4.032e-04 2.489e-04 -1.620 0.105378
## PC2565 1.366e-04 2.461e-04 0.555 0.579072
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## PC2568 -2.594e-04 2.462e-04 -1.053 0.292282
## PC2569 -6.892e-04 2.437e-04 -2.827 0.004745 **
## PC2570 2.568e-04 2.430e-04 1.057 0.290765
## PC2571 -2.011e-04 2.454e-04 -0.820 0.412470
## PC2572 -2.491e-04 2.496e-04 -0.998 0.318527
## PC2573 3.348e-04 2.458e-04 1.362 0.173316
## PC2574 3.710e-06 2.458e-04 0.015 0.987958
## PC2575 -2.566e-04 2.461e-04 -1.043 0.297101
## PC2576 -5.299e-05 2.497e-04 -0.212 0.831955
## PC2577 7.913e-06 2.473e-04 0.032 0.974474
## PC2578 1.048e-04 2.431e-04 0.431 0.666528
## PC2579 -1.509e-04 2.471e-04 -0.611 0.541589
## PC2580 -1.871e-04 2.419e-04 -0.774 0.439288
## PC2581 4.413e-04 2.400e-04 1.839 0.066123 .
## PC2582 1.189e-04 2.490e-04 0.478 0.633017
## PC2583 1.810e-05 2.498e-04 0.072 0.942241
## PC2584 3.211e-04 2.465e-04 1.302 0.192949
## PC2585 5.250e-04 2.487e-04 2.111 0.034945 *
## PC2586 -3.705e-04 2.505e-04 -1.479 0.139395
## PC2587 2.457e-04 2.446e-04 1.004 0.315382
## PC2588 -3.860e-05 2.449e-04 -0.158 0.874801
## PC2589 7.023e-05 2.450e-04 0.287 0.774372
## PC2590 2.012e-04 2.466e-04 0.816 0.414640
## PC2591 9.916e-05 2.422e-04 0.409 0.682227
## PC2592 3.315e-04 2.489e-04 1.332 0.183115
## PC2593 -1.413e-04 2.435e-04 -0.580 0.561772
## PC2594 -9.226e-05 2.487e-04 -0.371 0.710730
## PC2595 -4.683e-05 2.530e-04 -0.185 0.853161
## PC2596 -1.705e-04 2.418e-04 -0.705 0.480784
## PC2597 -5.944e-05 2.540e-04 -0.234 0.814982
## PC2598 2.030e-04 2.461e-04 0.825 0.409421
## PC2599 3.033e-04 2.465e-04 1.230 0.218698
## PC2600 4.547e-05 2.483e-04 0.183 0.854735
## PC2601 5.773e-05 2.549e-04 0.226 0.820874
## PC2602 3.665e-04 2.498e-04 1.467 0.142470
## PC2603 3.188e-05 2.440e-04 0.131 0.896056
## PC2604 -7.499e-05 2.526e-04 -0.297 0.766585
## PC2605 2.334e-05 2.438e-04 0.096 0.923754
## PC2606 6.962e-05 2.526e-04 0.276 0.782920
## PC2607 1.341e-04 2.457e-04 0.546 0.585151
## PC2608 -1.129e-04 2.512e-04 -0.449 0.653166
## PC2609 4.241e-05 2.484e-04 0.171 0.864481
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## PC2611 -2.040e-05 2.503e-04 -0.082 0.935045
## PC2612 1.746e-04 2.540e-04 0.687 0.491876
## PC2613 1.355e-04 2.476e-04 0.547 0.584237
## PC2614 7.197e-05 2.511e-04 0.287 0.774474
## PC2615 -2.011e-04 2.511e-04 -0.801 0.423395
## PC2616 3.341e-04 2.495e-04 1.339 0.180677
## PC2617 2.221e-04 2.480e-04 0.895 0.370743
## PC2618 7.197e-05 2.514e-04 0.286 0.774678
## PC2619 -2.180e-04 2.496e-04 -0.873 0.382519
## PC2620 4.418e-04 2.537e-04 1.742 0.081747 .
## PC2621 1.021e-04 2.481e-04 0.411 0.680930
## PC2622 -3.361e-04 2.521e-04 -1.333 0.182639
## PC2623 9.916e-06 2.486e-04 0.040 0.968193
## PC2624 2.207e-04 2.449e-04 0.901 0.367493
## PC2625 6.153e-04 2.466e-04 2.495 0.012702 *
## PC2626 2.019e-05 2.492e-04 0.081 0.935455
## PC2627 4.108e-04 2.469e-04 1.664 0.096377 .
## PC2628 6.334e-05 2.498e-04 0.254 0.799879
## PC2629 1.139e-04 2.473e-04 0.461 0.645138
## PC2630 -4.036e-04 2.547e-04 -1.585 0.113246
## PC2631 3.775e-04 2.469e-04 1.529 0.126500
## PC2632 9.807e-05 2.445e-04 0.401 0.688411
## PC2633 5.920e-05 2.439e-04 0.243 0.808243
## PC2634 2.345e-04 2.505e-04 0.936 0.349529
## PC2635 5.401e-04 2.541e-04 2.126 0.033682 *
## PC2636 1.477e-04 2.476e-04 0.597 0.550838
## PC2637 3.914e-04 2.469e-04 1.585 0.113128
## PC2638 -2.739e-04 2.521e-04 -1.086 0.277408
## PC2639 2.458e-04 2.502e-04 0.982 0.326072
## PC2640 -2.437e-04 2.528e-04 -0.964 0.335162
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## PC2642 -4.031e-05 2.443e-04 -0.165 0.868976
## PC2643 -2.772e-04 2.416e-04 -1.148 0.251287
## PC2644 6.151e-04 2.454e-04 2.507 0.012268 *
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## PC2646 -7.453e-05 2.493e-04 -0.299 0.765030
## PC2647 -1.618e-04 2.516e-04 -0.643 0.520349
## PC2648 -2.337e-04 2.518e-04 -0.928 0.353494
## PC2649 -1.762e-04 2.460e-04 -0.716 0.474001
## PC2650 3.067e-04 2.424e-04 1.265 0.205946
## PC2651 -3.610e-05 2.473e-04 -0.146 0.883954
## PC2652 4.603e-04 2.489e-04 1.850 0.064539 .
## PC2653 -1.644e-04 2.484e-04 -0.662 0.508265
## PC2654 -1.989e-04 2.478e-04 -0.803 0.422206
## PC2655 3.788e-04 2.552e-04 1.484 0.137887
## PC2656 4.893e-04 2.475e-04 1.977 0.048198 *
## PC2657 -1.598e-05 2.465e-04 -0.065 0.948330
## PC2658 -5.600e-04 2.560e-04 -2.188 0.028837 *
## PC2659 1.400e-04 2.517e-04 0.556 0.578122
## PC2660 5.432e-04 2.466e-04 2.202 0.027770 *
## PC2661 -3.243e-04 2.576e-04 -1.259 0.208237
## PC2662 -1.853e-04 2.481e-04 -0.747 0.455190
## PC2663 3.334e-04 2.495e-04 1.336 0.181664
## PC2664 -1.056e-04 2.521e-04 -0.419 0.675377
## PC2665 3.161e-04 2.480e-04 1.275 0.202471
## PC2666 6.539e-04 2.492e-04 2.624 0.008770 **
## PC2667 1.106e-04 2.503e-04 0.442 0.658716
## PC2668 -2.814e-04 2.540e-04 -1.108 0.268077
## PC2669 2.004e-04 2.493e-04 0.804 0.421735
## PC2670 -1.592e-04 2.482e-04 -0.641 0.521454
## PC2671 1.478e-04 2.494e-04 0.593 0.553480
## PC2672 3.524e-04 2.507e-04 1.406 0.159961
## PC2673 4.577e-04 2.500e-04 1.831 0.067303 .
## PC2674 6.802e-07 2.515e-04 0.003 0.997842
## PC2675 -4.974e-04 2.535e-04 -1.962 0.049919 *
## PC2676 -2.103e-04 2.485e-04 -0.847 0.397318
## PC2677 -4.894e-04 2.521e-04 -1.942 0.052349 .
## PC2678 -2.515e-04 2.446e-04 -1.028 0.303989
## PC2679 -1.181e-04 2.486e-04 -0.475 0.634909
## PC2680 3.279e-04 2.551e-04 1.285 0.198966
## PC2681 2.787e-04 2.487e-04 1.120 0.262696
## PC2682 3.243e-04 2.504e-04 1.295 0.195456
## PC2683 -2.232e-04 2.463e-04 -0.906 0.365053
## PC2684 -4.331e-04 2.457e-04 -1.763 0.078152 .
## PC2685 1.085e-04 2.591e-04 0.419 0.675467
## PC2686 1.848e-04 2.465e-04 0.750 0.453606
## PC2687 -1.695e-04 2.480e-04 -0.683 0.494490
## PC2688 -3.322e-05 2.518e-04 -0.132 0.895061
## PC2689 1.135e-04 2.509e-04 0.453 0.650886
## PC2690 2.888e-04 2.495e-04 1.158 0.247081
## PC2691 -2.359e-04 2.446e-04 -0.964 0.334966
## PC2692 3.839e-05 2.491e-04 0.154 0.877512
## PC2693 1.016e-04 2.503e-04 0.406 0.684872
## PC2694 2.271e-04 2.517e-04 0.902 0.367079
## PC2695 -1.171e-04 2.528e-04 -0.463 0.643328
## PC2696 3.853e-05 2.526e-04 0.153 0.878767
## PC2697 -7.224e-04 2.521e-04 -2.866 0.004208 **
## PC2698 -2.834e-04 2.523e-04 -1.123 0.261432
## PC2699 -1.434e-04 2.512e-04 -0.571 0.568029
## PC2700 5.323e-06 2.525e-04 0.021 0.983182
## PC2701 1.418e-04 2.499e-04 0.567 0.570529
## PC2702 -2.002e-04 2.525e-04 -0.793 0.427889
## PC2703 1.195e-04 2.506e-04 0.477 0.633654
## PC2704 -1.227e-04 2.577e-04 -0.476 0.634046
## PC2705 1.701e-04 2.562e-04 0.664 0.506663
## PC2706 1.933e-04 2.497e-04 0.774 0.438910
## PC2707 7.276e-05 2.542e-04 0.286 0.774745
## PC2708 -2.108e-05 2.525e-04 -0.083 0.933482
## PC2709 -9.452e-05 2.472e-04 -0.382 0.702282
## PC2710 3.110e-04 2.505e-04 1.242 0.214511
## PC2711 1.187e-04 2.493e-04 0.476 0.634121
## PC2712 3.446e-04 2.498e-04 1.380 0.167889
## PC2713 3.333e-04 2.491e-04 1.338 0.181108
## PC2714 -2.069e-04 2.536e-04 -0.816 0.414711
## PC2715 -2.561e-04 2.486e-04 -1.030 0.303008
## PC2716 -2.156e-05 2.545e-04 -0.085 0.932498
## PC2717 -1.340e-05 2.470e-04 -0.054 0.956747
## PC2718 2.570e-04 2.512e-04 1.023 0.306491
## PC2719 -5.517e-04 2.465e-04 -2.238 0.025348 *
## PC2720 -1.310e-04 2.452e-04 -0.534 0.593423
## PC2721 6.137e-04 2.484e-04 2.471 0.013586 *
## PC2722 4.825e-04 2.595e-04 1.859 0.063151 .
## PC2723 2.767e-04 2.499e-04 1.107 0.268428
## PC2724 1.224e-04 2.508e-04 0.488 0.625559
## PC2725 2.198e-04 2.462e-04 0.893 0.372163
## PC2726 -2.380e-04 2.496e-04 -0.954 0.340396
## PC2727 -2.538e-05 2.504e-04 -0.101 0.919298
## PC2728 -8.993e-05 2.500e-04 -0.360 0.719140
## PC2729 4.063e-04 2.568e-04 1.582 0.113840
## PC2730 -8.824e-05 2.509e-04 -0.352 0.725085
## PC2731 1.400e-04 2.472e-04 0.566 0.571259
## PC2732 6.609e-04 2.547e-04 2.595 0.009535 **
## PC2733 8.626e-05 2.477e-04 0.348 0.727707
## PC2734 2.789e-04 2.506e-04 1.113 0.265916
## PC2735 3.110e-04 2.553e-04 1.218 0.223272
## PC2736 1.340e-04 2.525e-04 0.531 0.595616
## PC2737 1.367e-04 2.480e-04 0.551 0.581647
## PC2738 -5.763e-06 2.515e-04 -0.023 0.981720
## PC2739 3.681e-04 2.532e-04 1.454 0.146235
## PC2740 -2.236e-04 2.553e-04 -0.876 0.381168
## PC2741 -9.717e-05 2.483e-04 -0.391 0.695584
## PC2742 1.855e-04 2.507e-04 0.740 0.459321
## PC2743 3.081e-04 2.524e-04 1.221 0.222425
## PC2744 -2.380e-04 2.515e-04 -0.946 0.344140
## PC2745 1.600e-04 2.503e-04 0.639 0.522792
## PC2746 1.941e-04 2.587e-04 0.750 0.453117
## PC2747 -2.023e-05 2.580e-04 -0.078 0.937516
## PC2748 -3.841e-04 2.551e-04 -1.506 0.132224
## PC2749 4.326e-05 2.498e-04 0.173 0.862496
## PC2750 -4.132e-04 2.487e-04 -1.661 0.096831 .
## PC2751 -5.547e-04 2.528e-04 -2.195 0.028316 *
## PC2752 -1.161e-05 2.477e-04 -0.047 0.962614
## PC2753 -7.666e-05 2.526e-04 -0.304 0.761537
## PC2754 -1.752e-04 2.486e-04 -0.705 0.480920
## PC2755 -2.403e-04 2.503e-04 -0.960 0.337064
## PC2756 1.593e-05 2.573e-04 0.062 0.950631
## PC2757 1.607e-04 2.536e-04 0.634 0.526430
## PC2758 -2.373e-04 2.499e-04 -0.949 0.342551
## PC2759 -3.091e-04 2.554e-04 -1.210 0.226251
## PC2760 3.351e-04 2.559e-04 1.309 0.190603
## PC2761 -2.363e-04 2.575e-04 -0.918 0.358988
## PC2762 -3.912e-04 2.508e-04 -1.560 0.118989
## PC2763 2.652e-04 2.592e-04 1.023 0.306411
## PC2764 8.418e-05 2.526e-04 0.333 0.738976
## PC2765 -9.550e-05 2.545e-04 -0.375 0.707523
## PC2766 2.600e-04 2.479e-04 1.049 0.294321
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## PC2768 3.645e-04 2.529e-04 1.442 0.149608
## PC2769 -4.550e-04 2.539e-04 -1.792 0.073287 .
## PC2770 3.242e-04 2.568e-04 1.263 0.206865
## PC2771 3.420e-04 2.500e-04 1.368 0.171450
## PC2772 -1.405e-04 2.548e-04 -0.552 0.581283
## PC2773 -3.009e-05 2.577e-04 -0.117 0.907072
## PC2774 1.482e-05 2.535e-04 0.058 0.953382
## PC2775 -3.341e-05 2.500e-04 -0.134 0.893678
## PC2776 7.610e-04 2.519e-04 3.021 0.002553 **
## PC2777 -1.558e-04 2.560e-04 -0.609 0.542860
## PC2778 1.548e-04 2.533e-04 0.611 0.541304
## PC2779 -2.802e-04 2.525e-04 -1.109 0.267423
## PC2780 7.142e-05 2.570e-04 0.278 0.781138
## PC2781 2.700e-04 2.501e-04 1.079 0.280515
## PC2782 1.431e-04 2.522e-04 0.567 0.570451
## PC2783 -1.518e-04 2.511e-04 -0.604 0.545598
## PC2784 -7.108e-06 2.569e-04 -0.028 0.977934
## PC2785 -1.865e-04 2.523e-04 -0.739 0.459786
## PC2786 2.628e-06 2.568e-04 0.010 0.991836
## PC2787 2.430e-04 2.535e-04 0.959 0.337848
## PC2788 6.539e-05 2.546e-04 0.257 0.797360
## PC2789 -2.055e-04 2.485e-04 -0.827 0.408381
## PC2790 -4.021e-04 2.474e-04 -1.625 0.104340
## PC2791 -1.096e-04 2.503e-04 -0.438 0.661382
## PC2792 1.051e-04 2.539e-04 0.414 0.678922
## PC2793 -1.346e-04 2.576e-04 -0.523 0.601295
## PC2794 5.767e-04 2.498e-04 2.309 0.021085 *
## PC2795 1.096e-04 2.527e-04 0.434 0.664675
## PC2796 -1.157e-04 2.541e-04 -0.455 0.648859
## PC2797 -7.597e-05 2.523e-04 -0.301 0.763382
## PC2798 -1.071e-04 2.521e-04 -0.425 0.671160
## PC2799 -3.178e-04 2.555e-04 -1.244 0.213734
## PC2800 2.675e-04 2.555e-04 1.047 0.295274
## PC2801 5.422e-04 2.539e-04 2.136 0.032857 *
## PC2802 -9.503e-05 2.550e-04 -0.373 0.709404
## PC2803 -2.094e-04 2.561e-04 -0.817 0.413847
## PC2804 -2.758e-04 2.514e-04 -1.097 0.272742
## PC2805 1.312e-04 2.504e-04 0.524 0.600252
## PC2806 4.548e-04 2.595e-04 1.753 0.079833 .
## PC2807 -1.958e-05 2.558e-04 -0.077 0.939010
## PC2808 -4.495e-05 2.537e-04 -0.177 0.859387
## PC2809 1.855e-04 2.530e-04 0.733 0.463550
## PC2810 2.457e-04 2.553e-04 0.962 0.336015
## PC2811 3.789e-04 2.515e-04 1.506 0.132149
## PC2812 -1.435e-04 2.476e-04 -0.580 0.562169
## PC2813 3.127e-04 2.498e-04 1.252 0.210786
## PC2814 -2.010e-04 2.614e-04 -0.769 0.441878
## PC2815 2.622e-04 2.578e-04 1.017 0.309286
## PC2816 -1.294e-04 2.572e-04 -0.503 0.614821
## PC2817 -1.782e-04 2.532e-04 -0.704 0.481704
## PC2818 2.957e-04 2.530e-04 1.169 0.242621
## PC2819 1.799e-04 2.600e-04 0.692 0.488968
## PC2820 -8.020e-05 2.561e-04 -0.313 0.754223
## PC2821 2.150e-04 2.548e-04 0.844 0.398875
## PC2822 -1.824e-04 2.532e-04 -0.720 0.471414
## PC2823 -1.893e-04 2.525e-04 -0.750 0.453446
## PC2824 3.398e-04 2.585e-04 1.314 0.188869
## PC2825 5.602e-04 2.501e-04 2.240 0.025200 *
## PC2826 -1.205e-04 2.519e-04 -0.479 0.632332
## PC2827 1.221e-04 2.546e-04 0.479 0.631698
## PC2828 -5.402e-04 2.570e-04 -2.102 0.035699 *
## PC2829 2.455e-04 2.481e-04 0.990 0.322549
## PC2830 3.122e-04 2.530e-04 1.234 0.217446
## PC2831 2.178e-04 2.568e-04 0.848 0.396384
## PC2832 -5.886e-05 2.533e-04 -0.232 0.816262
## PC2833 -3.394e-05 2.544e-04 -0.133 0.893892
## PC2834 -4.438e-04 2.535e-04 -1.750 0.080218 .
## PC2835 -2.871e-05 2.511e-04 -0.114 0.909013
## PC2836 -1.268e-04 2.570e-04 -0.493 0.621773
## PC2837 -6.244e-05 2.596e-04 -0.241 0.809957
## PC2838 -3.002e-04 2.555e-04 -1.175 0.240139
## PC2839 2.977e-04 2.548e-04 1.168 0.242765
## PC2840 1.644e-04 2.588e-04 0.635 0.525422
## PC2841 -1.427e-04 2.546e-04 -0.561 0.575166
## PC2842 5.474e-05 2.566e-04 0.213 0.831099
## PC2843 -2.610e-05 2.563e-04 -0.102 0.918918
## PC2844 5.353e-04 2.529e-04 2.116 0.034457 *
## PC2845 1.953e-04 2.581e-04 0.756 0.449469
## PC2846 1.077e-05 2.511e-04 0.043 0.965803
## PC2847 -1.040e-04 2.575e-04 -0.404 0.686517
## PC2848 -3.606e-04 2.574e-04 -1.401 0.161381
## PC2849 -2.024e-04 2.553e-04 -0.793 0.428059
## PC2850 1.509e-04 2.544e-04 0.593 0.553067
## PC2851 -2.028e-04 2.590e-04 -0.783 0.433769
## PC2852 -1.533e-04 2.526e-04 -0.607 0.543996
## PC2853 -2.977e-04 2.623e-04 -1.135 0.256546
## PC2854 2.003e-04 2.578e-04 0.777 0.437256
## PC2855 -1.760e-04 2.546e-04 -0.691 0.489657
## PC2856 -5.305e-05 2.554e-04 -0.208 0.835479
## PC2857 2.377e-04 2.540e-04 0.936 0.349624
## PC2858 5.871e-05 2.570e-04 0.228 0.819338
## PC2859 -1.199e-04 2.554e-04 -0.470 0.638693
## PC2860 -2.681e-05 2.540e-04 -0.106 0.915943
## PC2861 -7.206e-04 2.521e-04 -2.859 0.004307 **
## PC2862 1.427e-04 2.523e-04 0.565 0.571834
## PC2863 7.389e-05 2.580e-04 0.286 0.774627
## PC2864 5.413e-05 2.548e-04 0.212 0.831790
## PC2865 2.214e-04 2.518e-04 0.879 0.379412
## PC2866 9.795e-06 2.519e-04 0.039 0.968980
## PC2867 -2.269e-04 2.541e-04 -0.893 0.371972
## PC2868 7.150e-04 2.524e-04 2.833 0.004666 **
## PC2869 -4.266e-04 2.535e-04 -1.683 0.092639 .
## PC2870 2.797e-04 2.540e-04 1.101 0.270891
## PC2871 3.548e-04 2.505e-04 1.416 0.156874
## PC2872 -3.885e-04 2.551e-04 -1.523 0.127961
## PC2873 9.571e-05 2.599e-04 0.368 0.712729
## PC2874 3.353e-04 2.555e-04 1.312 0.189549
## PC2875 8.571e-05 2.591e-04 0.331 0.740869
## PC2876 2.946e-06 2.631e-04 0.011 0.991068
## PC2877 -2.874e-04 2.571e-04 -1.118 0.263851
## PC2878 -7.796e-05 2.564e-04 -0.304 0.761117
## PC2879 -1.358e-04 2.556e-04 -0.532 0.595099
## PC2880 -2.396e-04 2.575e-04 -0.930 0.352394
## PC2881 5.451e-05 2.575e-04 0.212 0.832386
## PC2882 -4.001e-04 2.569e-04 -1.558 0.119446
## PC2883 6.761e-05 2.571e-04 0.263 0.792633
## PC2884 1.376e-04 2.616e-04 0.526 0.598814
## PC2885 -5.629e-04 2.557e-04 -2.202 0.027801 *
## PC2886 4.903e-04 2.550e-04 1.923 0.054619 .
## PC2887 -3.800e-05 2.546e-04 -0.149 0.881344
## PC2888 4.667e-05 2.543e-04 0.184 0.854387
## PC2889 -2.673e-04 2.558e-04 -1.045 0.296121
## PC2890 6.696e-05 2.563e-04 0.261 0.793947
## PC2891 -6.667e-04 2.605e-04 -2.559 0.010587 *
## PC2892 -3.384e-05 2.572e-04 -0.132 0.895347
## PC2893 -6.021e-06 2.525e-04 -0.024 0.980975
## PC2894 -1.902e-04 2.532e-04 -0.751 0.452627
## PC2895 7.124e-05 2.578e-04 0.276 0.782329
## PC2896 1.631e-04 2.566e-04 0.636 0.525112
## PC2897 3.440e-04 2.593e-04 1.326 0.184863
## PC2898 -6.459e-04 2.551e-04 -2.532 0.011434 *
## PC2899 4.875e-05 2.555e-04 0.191 0.848691
## PC2900 1.359e-05 2.540e-04 0.054 0.957339
## PC2901 1.319e-04 2.513e-04 0.525 0.599704
## PC2902 3.895e-04 2.592e-04 1.502 0.133175
## PC2903 -2.831e-04 2.604e-04 -1.087 0.277020
## PC2904 1.316e-04 2.597e-04 0.507 0.612235
## PC2905 -1.268e-04 2.610e-04 -0.486 0.627272
## PC2906 1.530e-04 2.542e-04 0.602 0.547274
## PC2907 -3.356e-04 2.584e-04 -1.299 0.194227
## PC2908 1.520e-04 2.628e-04 0.578 0.563030
## PC2909 -3.136e-04 2.558e-04 -1.226 0.220380
## PC2910 -2.739e-04 2.523e-04 -1.086 0.277771
## PC2911 9.137e-05 2.531e-04 0.361 0.718157
## PC2912 -2.808e-04 2.577e-04 -1.090 0.275895
## PC2913 -2.193e-04 2.547e-04 -0.861 0.389321
## PC2914 5.267e-05 2.554e-04 0.206 0.836626
## PC2915 -2.036e-04 2.531e-04 -0.804 0.421322
## PC2916 3.019e-05 2.539e-04 0.119 0.905373
## PC2917 -2.078e-04 2.564e-04 -0.810 0.417876
## PC2918 -3.267e-04 2.601e-04 -1.256 0.209301
## PC2919 -5.237e-05 2.622e-04 -0.200 0.841708
## PC2920 1.116e-04 2.561e-04 0.436 0.663118
## PC2921 -1.123e-04 2.563e-04 -0.438 0.661283
## PC2922 3.059e-04 2.604e-04 1.175 0.240201
## PC2923 -4.760e-04 2.587e-04 -1.840 0.065978 .
## PC2924 -9.697e-05 2.506e-04 -0.387 0.698843
## PC2925 1.200e-04 2.562e-04 0.468 0.639590
## PC2926 -5.261e-05 2.597e-04 -0.203 0.839465
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## PC2930 -1.422e-04 2.614e-04 -0.544 0.586549
## PC2931 -3.029e-04 2.588e-04 -1.170 0.242103
## PC2932 2.617e-04 2.559e-04 1.023 0.306439
## PC2933 -1.639e-04 2.545e-04 -0.644 0.519708
## PC2934 1.384e-04 2.555e-04 0.542 0.588117
## PC2935 2.312e-04 2.592e-04 0.892 0.372674
## PC2936 1.717e-04 2.630e-04 0.653 0.513970
## PC2937 -1.252e-04 2.544e-04 -0.492 0.622611
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## PC2939 -2.922e-04 2.534e-04 -1.153 0.248984
## PC2940 -3.050e-04 2.611e-04 -1.168 0.242904
## PC2941 2.410e-04 2.590e-04 0.930 0.352276
## PC2942 -1.826e-04 2.607e-04 -0.700 0.483745
## PC2943 1.591e-04 2.618e-04 0.608 0.543306
## PC2944 3.041e-04 2.631e-04 1.156 0.247907
## PC2945 -3.209e-04 2.540e-04 -1.263 0.206686
## PC2946 -4.785e-04 2.588e-04 -1.849 0.064697 .
## PC2947 -1.896e-04 2.590e-04 -0.732 0.464245
## PC2948 -3.295e-04 2.591e-04 -1.272 0.203524
## PC2949 3.772e-04 2.592e-04 1.455 0.145716
## PC2950 8.181e-05 2.562e-04 0.319 0.749531
## PC2951 9.580e-05 2.602e-04 0.368 0.712823
## PC2952 -1.719e-04 2.586e-04 -0.665 0.506390
## PC2953 1.445e-04 2.633e-04 0.549 0.583187
## PC2954 1.511e-04 2.582e-04 0.585 0.558447
## PC2955 -6.232e-05 2.639e-04 -0.236 0.813367
## PC2956 -5.903e-05 2.607e-04 -0.226 0.820928
## PC2957 -2.780e-04 2.621e-04 -1.061 0.288904
## PC2958 -4.009e-04 2.531e-04 -1.584 0.113432
## PC2959 -4.219e-04 2.596e-04 -1.625 0.104292
## PC2960 -2.725e-04 2.584e-04 -1.055 0.291780
## PC2961 -2.044e-04 2.577e-04 -0.793 0.427837
## PC2962 -3.275e-05 2.589e-04 -0.126 0.899360
## PC2963 1.487e-05 2.556e-04 0.058 0.953627
## PC2964 -1.219e-04 2.539e-04 -0.480 0.631109
## PC2965 -9.401e-05 2.595e-04 -0.362 0.717160
## PC2966 -4.546e-04 2.615e-04 -1.739 0.082290 .
## PC2967 -3.912e-04 2.622e-04 -1.492 0.135860
## PC2968 5.612e-04 2.596e-04 2.162 0.030751 *
## PC2969 2.798e-04 2.601e-04 1.076 0.282028
## PC2970 1.946e-04 2.553e-04 0.762 0.445883
## PC2971 3.745e-04 2.524e-04 1.484 0.138108
## PC2972 -1.824e-04 2.587e-04 -0.705 0.480851
## PC2973 2.153e-04 2.545e-04 0.846 0.397699
## PC2974 -3.657e-05 2.620e-04 -0.140 0.888996
## PC2975 2.894e-04 2.628e-04 1.101 0.270974
## PC2976 1.178e-04 2.567e-04 0.459 0.646434
## PC2977 8.214e-05 2.565e-04 0.320 0.748814
## PC2978 -6.704e-05 2.660e-04 -0.252 0.801044
## PC2979 2.731e-04 2.603e-04 1.049 0.294287
## PC2980 3.706e-04 2.579e-04 1.437 0.150875
## PC2981 3.277e-05 2.603e-04 0.126 0.899815
## PC2982 -4.102e-04 2.585e-04 -1.587 0.112775
## PC2983 -3.106e-04 2.565e-04 -1.211 0.226032
## PC2984 3.060e-04 2.562e-04 1.194 0.232446
## PC2985 4.540e-04 2.687e-04 1.689 0.091307 .
## PC2986 2.427e-04 2.649e-04 0.916 0.359719
## PC2987 1.412e-04 2.659e-04 0.531 0.595575
## PC2988 -2.338e-04 2.574e-04 -0.908 0.363837
## PC2989 -6.086e-05 2.590e-04 -0.235 0.814244
## PC2990 -2.949e-04 2.625e-04 -1.123 0.261381
## PC2991 -1.222e-06 2.611e-04 -0.005 0.996268
## PC2992 -5.872e-05 2.607e-04 -0.225 0.821853
## PC2993 1.191e-04 2.594e-04 0.459 0.646281
## PC2994 1.371e-04 2.593e-04 0.529 0.596934
## PC2995 -3.179e-04 2.541e-04 -1.251 0.211096
## PC2996 9.364e-04 2.601e-04 3.600 0.000327 ***
## PC2997 -1.836e-04 2.582e-04 -0.711 0.477188
## PC2998 1.464e-04 2.608e-04 0.561 0.574634
## PC2999 1.053e-04 2.575e-04 0.409 0.682535
## PC3000 1.111e-04 2.586e-04 0.430 0.667580
## PC3001 -3.415e-04 2.547e-04 -1.341 0.180176
## PC3002 -2.270e-04 2.613e-04 -0.869 0.385048
## PC3003 -3.052e-05 2.650e-04 -0.115 0.908322
## PC3004 1.156e-04 2.611e-04 0.443 0.657943
## PC3005 2.078e-04 2.621e-04 0.793 0.428081
## PC3006 2.533e-04 2.567e-04 0.987 0.323792
## PC3007 -3.320e-04 2.588e-04 -1.283 0.199724
## PC3008 -1.744e-05 2.628e-04 -0.066 0.947101
## PC3009 1.468e-04 2.637e-04 0.557 0.577916
## PC3010 8.679e-05 2.575e-04 0.337 0.736154
## PC3011 7.915e-05 2.646e-04 0.299 0.764918
## PC3012 1.059e-04 2.648e-04 0.400 0.689369
## PC3013 2.123e-04 2.677e-04 0.793 0.427798
## PC3014 -1.856e-04 2.621e-04 -0.708 0.479016
## PC3015 -7.127e-05 2.629e-04 -0.271 0.786339
## PC3016 4.325e-05 2.645e-04 0.163 0.870167
## PC3017 3.641e-04 2.650e-04 1.374 0.169695
## PC3018 2.864e-04 2.572e-04 1.114 0.265476
## PC3019 4.818e-05 2.641e-04 0.182 0.855265
## PC3020 2.060e-04 2.601e-04 0.792 0.428448
## PC3021 5.752e-05 2.586e-04 0.222 0.824026
## PC3022 4.451e-06 2.600e-04 0.017 0.986341
## PC3023 2.353e-04 2.614e-04 0.900 0.368011
## PC3024 -3.721e-04 2.622e-04 -1.419 0.156087
## PC3025 2.511e-04 2.682e-04 0.936 0.349329
## PC3026 -5.898e-04 2.586e-04 -2.280 0.022699 *
## PC3027 -1.691e-04 2.606e-04 -0.649 0.516672
## PC3028 -8.477e-05 2.564e-04 -0.331 0.741024
## PC3029 5.628e-05 2.554e-04 0.220 0.825601
## PC3030 -1.647e-04 2.597e-04 -0.634 0.526124
## PC3031 -1.287e-04 2.623e-04 -0.491 0.623683
## PC3032 -1.248e-04 2.631e-04 -0.474 0.635375
## PC3033 8.642e-05 2.621e-04 0.330 0.741614
## PC3034 -1.004e-04 2.635e-04 -0.381 0.703275
## PC3035 4.121e-05 2.563e-04 0.161 0.872261
## PC3036 -2.615e-04 2.627e-04 -0.995 0.319755
## PC3037 -4.576e-05 2.612e-04 -0.175 0.860925
## PC3038 -8.759e-04 2.646e-04 -3.310 0.000953 ***
## PC3039 9.550e-05 2.635e-04 0.362 0.717110
## PC3040 -1.360e-05 2.583e-04 -0.053 0.958032
## PC3041 -5.104e-05 2.604e-04 -0.196 0.844637
## PC3042 -6.739e-05 2.705e-04 -0.249 0.803323
## PC3043 5.990e-04 2.568e-04 2.333 0.019782 *
## PC3044 6.028e-05 2.596e-04 0.232 0.816420
## PC3045 -3.939e-04 2.618e-04 -1.504 0.132700
## PC3046 3.987e-04 2.624e-04 1.519 0.128846
## PC3047 3.146e-04 2.603e-04 1.208 0.227054
## PC3048 3.313e-04 2.613e-04 1.268 0.205025
## PC3049 4.950e-04 2.655e-04 1.865 0.062376 .
## PC3050 1.040e-04 2.636e-04 0.395 0.693157
## PC3051 -5.854e-04 2.626e-04 -2.229 0.025959 *
## PC3052 -2.438e-05 2.600e-04 -0.094 0.925323
## PC3053 3.740e-04 2.581e-04 1.449 0.147425
## PC3054 4.182e-04 2.591e-04 1.614 0.106662
## PC3055 2.572e-04 2.619e-04 0.982 0.326343
## PC3056 4.019e-05 2.643e-04 0.152 0.879138
## PC3057 6.058e-06 2.612e-04 0.023 0.981500
## PC3058 -6.877e-06 2.644e-04 -0.026 0.979252
## PC3059 -7.751e-05 2.609e-04 -0.297 0.766435
## PC3060 -1.593e-05 2.596e-04 -0.061 0.951088
## PC3061 -3.446e-04 2.646e-04 -1.302 0.193071
## PC3062 -2.833e-04 2.638e-04 -1.074 0.282945
## PC3063 -2.471e-04 2.629e-04 -0.940 0.347246
## PC3064 -1.198e-04 2.641e-04 -0.453 0.650261
## PC3065 -5.326e-04 2.572e-04 -2.071 0.038497 *
## PC3066 9.718e-05 2.605e-04 0.373 0.709156
## PC3067 -6.080e-05 2.653e-04 -0.229 0.818778
## PC3068 -7.687e-05 2.622e-04 -0.293 0.769401
## PC3069 2.341e-05 2.598e-04 0.090 0.928233
## PC3070 4.271e-04 2.636e-04 1.620 0.105386
## PC3071 -5.352e-05 2.610e-04 -0.205 0.837534
## PC3072 3.462e-06 2.603e-04 0.013 0.989388
## PC3073 5.995e-04 2.578e-04 2.325 0.020176 *
## PC3074 -1.185e-04 2.652e-04 -0.447 0.654994
## PC3075 1.099e-04 2.581e-04 0.426 0.670336
## PC3076 -9.454e-05 2.618e-04 -0.361 0.718106
## PC3077 -5.308e-04 2.615e-04 -2.030 0.042521 *
## PC3078 3.293e-04 2.593e-04 1.270 0.204285
## PC3079 -2.935e-04 2.582e-04 -1.137 0.255816
## PC3080 -1.034e-04 2.630e-04 -0.393 0.694340
## PC3081 1.629e-05 2.672e-04 0.061 0.951387
## PC3082 3.800e-05 2.597e-04 0.146 0.883695
## PC3083 -8.963e-05 2.655e-04 -0.338 0.735690
## PC3084 -2.937e-04 2.646e-04 -1.110 0.267131
## PC3085 -2.974e-04 2.591e-04 -1.148 0.251231
## PC3086 -2.776e-04 2.591e-04 -1.071 0.284170
## PC3087 3.575e-04 2.625e-04 1.362 0.173370
## PC3088 8.716e-05 2.659e-04 0.328 0.743149
## PC3089 4.465e-04 2.589e-04 1.725 0.084735 .
## PC3090 1.304e-04 2.599e-04 0.502 0.615969
## PC3091 -7.003e-04 2.666e-04 -2.627 0.008691 **
## PC3092 -4.429e-05 2.648e-04 -0.167 0.867167
## PC3093 3.554e-04 2.667e-04 1.332 0.182928
## PC3094 -3.438e-04 2.614e-04 -1.315 0.188589
## PC3095 1.127e-04 2.660e-04 0.424 0.671903
## PC3096 6.451e-05 2.598e-04 0.248 0.803915
## PC3097 1.378e-04 2.604e-04 0.529 0.596770
## PC3098 5.346e-05 2.626e-04 0.204 0.838698
## PC3099 -1.659e-04 2.624e-04 -0.632 0.527343
## PC3100 -6.560e-05 2.670e-04 -0.246 0.805939
## PC3101 -5.354e-04 2.580e-04 -2.076 0.038084 *
## PC3102 -3.673e-04 2.678e-04 -1.372 0.170385
## PC3103 -2.743e-04 2.621e-04 -1.046 0.295518
## PC3104 -2.086e-04 2.638e-04 -0.791 0.429306
## PC3105 1.000e-04 2.629e-04 0.380 0.703688
## PC3106 2.119e-04 2.680e-04 0.791 0.429069
## PC3107 -1.110e-04 2.698e-04 -0.411 0.680794
## PC3108 -2.915e-04 2.631e-04 -1.108 0.268103
## PC3109 3.433e-04 2.591e-04 1.325 0.185320
## PC3110 4.064e-04 2.651e-04 1.533 0.125412
## PC3111 -8.096e-05 2.608e-04 -0.310 0.756259
## PC3112 1.390e-04 2.627e-04 0.529 0.596852
## PC3113 7.875e-05 2.666e-04 0.295 0.767723
## PC3114 1.304e-04 2.653e-04 0.491 0.623196
## PC3115 9.097e-06 2.680e-04 0.034 0.972930
## PC3116 -7.228e-05 2.633e-04 -0.275 0.783695
## PC3117 -3.606e-04 2.586e-04 -1.395 0.163301
## PC3118 -3.043e-04 2.643e-04 -1.151 0.249840
## PC3119 -2.157e-04 2.612e-04 -0.826 0.409024
## PC3120 -1.854e-04 2.612e-04 -0.710 0.477969
## PC3121 -1.334e-04 2.608e-04 -0.512 0.608940
## PC3122 -2.547e-04 2.589e-04 -0.984 0.325301
## PC3123 2.276e-04 2.633e-04 0.864 0.387597
## PC3124 -7.192e-05 2.630e-04 -0.273 0.784531
## PC3125 7.021e-04 2.619e-04 2.681 0.007402 **
## PC3126 -1.704e-05 2.663e-04 -0.064 0.948999
## PC3127 1.623e-04 2.614e-04 0.621 0.534770
## PC3128 -2.181e-04 2.640e-04 -0.826 0.408707
## PC3129 -2.859e-04 2.631e-04 -1.087 0.277263
## PC3130 8.781e-05 2.643e-04 0.332 0.739718
## PC3131 -1.398e-04 2.625e-04 -0.533 0.594367
## PC3132 -2.855e-05 2.695e-04 -0.106 0.915656
## PC3133 -1.583e-04 2.602e-04 -0.608 0.543095
## PC3134 -2.872e-04 2.666e-04 -1.077 0.281487
## PC3135 -4.606e-05 2.643e-04 -0.174 0.861695
## PC3136 9.947e-06 2.618e-04 0.038 0.969693
## PC3137 2.764e-04 2.673e-04 1.034 0.301285
## PC3138 -2.046e-04 2.631e-04 -0.778 0.436805
## PC3139 2.008e-04 2.619e-04 0.766 0.443513
## PC3140 -3.887e-04 2.650e-04 -1.467 0.142635
## PC3141 -1.613e-04 2.689e-04 -0.600 0.548599
## PC3142 -7.852e-05 2.674e-04 -0.294 0.769078
## PC3143 2.334e-04 2.632e-04 0.887 0.375370
## PC3144 -4.086e-04 2.676e-04 -1.527 0.126985
## PC3145 -5.197e-04 2.603e-04 -1.997 0.046031 *
## PC3146 5.682e-05 2.656e-04 0.214 0.830644
## PC3147 -2.351e-04 2.686e-04 -0.875 0.381448
## PC3148 -1.706e-04 2.625e-04 -0.650 0.515946
## PC3149 3.347e-04 2.620e-04 1.278 0.201503
## PC3150 -6.684e-05 2.636e-04 -0.254 0.799872
## PC3151 1.208e-04 2.671e-04 0.452 0.651217
## PC3152 -3.472e-04 2.673e-04 -1.299 0.194131
## PC3153 3.078e-04 2.686e-04 1.146 0.251913
## PC3154 -4.245e-05 2.654e-04 -0.160 0.872922
## PC3155 -8.664e-05 2.651e-04 -0.327 0.743817
## PC3156 1.154e-04 2.656e-04 0.435 0.663907
## PC3157 -2.865e-04 2.672e-04 -1.072 0.283779
## PC3158 1.052e-04 2.663e-04 0.395 0.692965
## PC3159 -3.477e-04 2.583e-04 -1.346 0.178564
## PC3160 -3.110e-04 2.657e-04 -1.170 0.241988
## PC3161 -3.101e-04 2.596e-04 -1.194 0.232537
## PC3162 4.829e-04 2.658e-04 1.817 0.069394 .
## PC3163 1.453e-04 2.666e-04 0.545 0.585823
## PC3164 -1.344e-04 2.659e-04 -0.505 0.613416
## PC3165 -2.701e-04 2.639e-04 -1.024 0.306111
## PC3166 -1.404e-04 2.668e-04 -0.526 0.598664
## PC3167 1.501e-04 2.699e-04 0.556 0.578119
## PC3168 -2.457e-04 2.707e-04 -0.908 0.364019
## PC3169 -3.339e-05 2.631e-04 -0.127 0.899020
## PC3170 -1.106e-04 2.602e-04 -0.425 0.670878
## PC3171 1.481e-04 2.654e-04 0.558 0.576767
## PC3172 -1.549e-04 2.641e-04 -0.587 0.557584
## PC3173 -6.187e-05 2.650e-04 -0.234 0.815399
## PC3174 -2.347e-05 2.756e-04 -0.085 0.932138
## PC3175 8.392e-05 2.597e-04 0.323 0.746587
## PC3176 2.316e-04 2.667e-04 0.868 0.385345
## PC3177 -3.174e-04 2.682e-04 -1.184 0.236697
## PC3178 1.078e-04 2.699e-04 0.400 0.689550
## PC3179 4.496e-04 2.669e-04 1.685 0.092259 .
## PC3180 2.703e-05 2.610e-04 0.104 0.917551
## PC3181 1.680e-04 2.704e-04 0.621 0.534466
## PC3182 2.917e-04 2.655e-04 1.099 0.272007
## PC3183 4.850e-05 2.640e-04 0.184 0.854242
## PC3184 8.344e-05 2.627e-04 0.318 0.750795
## PC3185 1.748e-04 2.698e-04 0.648 0.517068
## PC3186 -1.124e-04 2.647e-04 -0.425 0.671129
## PC3187 2.968e-04 2.683e-04 1.106 0.268752
## PC3188 1.586e-04 2.653e-04 0.598 0.550199
## PC3189 -6.515e-06 2.683e-04 -0.024 0.980628
## PC3190 -2.088e-05 2.701e-04 -0.077 0.938386
## PC3191 2.024e-05 2.641e-04 0.077 0.938923
## PC3192 1.972e-04 2.628e-04 0.750 0.453085
## PC3193 1.260e-04 2.685e-04 0.469 0.638871
## PC3194 -2.799e-04 2.678e-04 -1.045 0.296098
## PC3195 5.739e-04 2.628e-04 2.184 0.029093 *
## PC3196 -1.974e-04 2.638e-04 -0.748 0.454332
## PC3197 7.078e-05 2.709e-04 0.261 0.793911
## PC3198 -2.696e-04 2.669e-04 -1.010 0.312609
## PC3199 -8.082e-05 2.627e-04 -0.308 0.758378
## PC3200 -2.458e-05 2.694e-04 -0.091 0.927329
## PC3201 -2.263e-04 2.637e-04 -0.858 0.390971
## PC3202 -2.712e-05 2.678e-04 -0.101 0.919354
## PC3203 -1.183e-04 2.680e-04 -0.441 0.659054
## PC3204 2.911e-04 2.704e-04 1.077 0.281756
## PC3205 -7.270e-04 2.629e-04 -2.766 0.005742 **
## PC3206 -1.780e-04 2.661e-04 -0.669 0.503595
## PC3207 -2.617e-04 2.714e-04 -0.964 0.335103
## PC3208 8.993e-05 2.629e-04 0.342 0.732327
## PC3209 -3.100e-04 2.665e-04 -1.163 0.244892
## PC3210 2.557e-04 2.692e-04 0.950 0.342181
## PC3211 -4.109e-04 2.676e-04 -1.536 0.124770
## PC3212 -5.506e-04 2.661e-04 -2.069 0.038682 *
## PC3213 -4.128e-05 2.667e-04 -0.155 0.877033
## PC3214 -2.228e-04 2.615e-04 -0.852 0.394325
## PC3215 -5.305e-05 2.633e-04 -0.201 0.840358
## PC3216 -1.523e-05 2.636e-04 -0.058 0.953922
## PC3217 -4.212e-04 2.627e-04 -1.603 0.109068
## PC3218 -1.243e-04 2.695e-04 -0.461 0.644760
## PC3219 -1.906e-05 2.646e-04 -0.072 0.942605
## PC3220 -1.028e-04 2.633e-04 -0.390 0.696218
## PC3221 2.501e-04 2.631e-04 0.951 0.341796
## PC3222 2.669e-04 2.683e-04 0.995 0.320093
## PC3223 -5.602e-05 2.681e-04 -0.209 0.834545
## PC3224 -3.035e-04 2.699e-04 -1.124 0.260982
## PC3225 -6.133e-06 2.710e-04 -0.023 0.981947
## PC3226 -2.281e-04 2.699e-04 -0.845 0.398165
## PC3227 3.990e-04 2.657e-04 1.502 0.133302
## PC3228 -1.819e-04 2.736e-04 -0.665 0.506319
## PC3229 -6.957e-05 2.675e-04 -0.260 0.794806
## PC3230 6.205e-05 2.687e-04 0.231 0.817384
## PC3231 -3.462e-04 2.652e-04 -1.306 0.191853
## PC3232 5.509e-04 2.669e-04 2.064 0.039182 *
## PC3233 -1.246e-04 2.706e-04 -0.461 0.645118
## PC3234 1.055e-04 2.678e-04 0.394 0.693528
## PC3235 1.616e-04 2.711e-04 0.596 0.551216
## PC3236 -4.151e-05 2.656e-04 -0.156 0.875832
## PC3237 -4.917e-05 2.706e-04 -0.182 0.855801
## PC3238 1.809e-04 2.663e-04 0.679 0.497036
## PC3239 9.873e-05 2.615e-04 0.377 0.705866
## PC3240 7.264e-07 2.634e-04 0.003 0.997800
## PC3241 1.657e-04 2.639e-04 0.628 0.530158
## PC3242 9.360e-05 2.762e-04 0.339 0.734716
## PC3243 1.127e-04 2.717e-04 0.415 0.678392
## PC3244 -1.907e-04 2.676e-04 -0.713 0.476050
## PC3245 -3.481e-04 2.693e-04 -1.293 0.196313
## PC3246 -5.348e-04 2.676e-04 -1.999 0.045785 *
## PC3247 1.461e-04 2.700e-04 0.541 0.588596
## PC3248 4.923e-04 2.629e-04 1.873 0.061279 .
## PC3249 2.390e-04 2.650e-04 0.902 0.367292
## PC3250 2.631e-04 2.659e-04 0.990 0.322503
## PC3251 1.422e-04 2.657e-04 0.535 0.592512
## PC3252 5.012e-04 2.743e-04 1.827 0.067828 .
## PC3253 -2.961e-04 2.728e-04 -1.085 0.277885
## PC3254 2.829e-04 2.620e-04 1.080 0.280401
## PC3255 -3.566e-04 2.690e-04 -1.326 0.185131
## PC3256 -5.030e-05 2.733e-04 -0.184 0.854004
## PC3257 3.596e-04 2.642e-04 1.361 0.173714
## PC3258 -1.097e-04 2.734e-04 -0.401 0.688253
## PC3259 -3.313e-04 2.641e-04 -1.254 0.209843
## PC3260 6.298e-04 2.703e-04 2.330 0.019941 *
## PC3261 -2.245e-04 2.664e-04 -0.843 0.399553
## PC3262 1.641e-04 2.713e-04 0.605 0.545317
## PC3263 1.331e-04 2.693e-04 0.494 0.621291
## PC3264 3.939e-04 2.714e-04 1.451 0.146843
## PC3265 -2.925e-04 2.765e-04 -1.058 0.290217
## PC3266 5.108e-04 2.689e-04 1.899 0.057690 .
## PC3267 -2.859e-04 2.696e-04 -1.061 0.289020
## PC3268 -3.462e-04 2.722e-04 -1.271 0.203720
## PC3269 -8.082e-04 2.680e-04 -3.016 0.002599 **
## PC3270 -9.889e-05 2.715e-04 -0.364 0.715726
## PC3271 -5.602e-04 2.673e-04 -2.096 0.036248 *
## PC3272 -8.041e-05 2.672e-04 -0.301 0.763516
## PC3273 -6.121e-05 2.721e-04 -0.225 0.822014
## PC3274 -1.139e-04 2.722e-04 -0.419 0.675549
## PC3275 2.176e-04 2.710e-04 0.803 0.422069
## PC3276 -7.638e-05 2.669e-04 -0.286 0.774780
## PC3277 1.455e-04 2.699e-04 0.539 0.590013
## PC3278 -3.377e-04 2.695e-04 -1.253 0.210453
## PC3279 4.624e-04 2.703e-04 1.711 0.087328 .
## PC3280 1.962e-04 2.688e-04 0.730 0.465715
## PC3281 -9.422e-06 2.646e-04 -0.036 0.971595
## PC3282 9.720e-05 2.673e-04 0.364 0.716148
## PC3283 4.248e-04 2.703e-04 1.572 0.116198
## PC3284 -5.702e-05 2.675e-04 -0.213 0.831230
## PC3285 2.607e-05 2.656e-04 0.098 0.921808
## PC3286 2.804e-04 2.689e-04 1.042 0.297333
## PC3287 2.906e-04 2.610e-04 1.113 0.265680
## PC3288 5.202e-05 2.717e-04 0.191 0.848176
## PC3289 -2.002e-04 2.697e-04 -0.743 0.457881
## PC3290 -4.917e-05 2.683e-04 -0.183 0.854631
## PC3291 1.569e-04 2.676e-04 0.586 0.557736
## PC3292 3.770e-04 2.685e-04 1.404 0.160520
## PC3293 9.430e-04 2.722e-04 3.465 0.000544 ***
## PC3294 4.321e-05 2.718e-04 0.159 0.873682
## PC3295 4.342e-04 2.739e-04 1.585 0.113091
## PC3296 4.628e-04 2.727e-04 1.697 0.089908 .
## PC3297 -5.185e-04 2.738e-04 -1.894 0.058449 .
## PC3298 4.807e-04 2.644e-04 1.818 0.069243 .
## PC3299 5.767e-04 2.765e-04 2.086 0.037159 *
## PC3300 1.310e-04 2.732e-04 0.480 0.631600
## PC3301 -6.990e-05 2.715e-04 -0.257 0.796824
## PC3302 -1.279e-04 2.693e-04 -0.475 0.634809
## PC3303 4.534e-04 2.765e-04 1.640 0.101231
## PC3304 2.080e-04 2.704e-04 0.769 0.441914
## PC3305 2.831e-04 2.687e-04 1.054 0.292214
## PC3306 6.044e-05 2.703e-04 0.224 0.823131
## PC3307 4.500e-04 2.644e-04 1.702 0.088962 .
## PC3308 5.922e-05 2.757e-04 0.215 0.829971
## PC3309 4.104e-04 2.709e-04 1.515 0.129933
## PC3310 -2.571e-04 2.687e-04 -0.957 0.338866
## PC3311 -4.885e-04 2.701e-04 -1.808 0.070725 .
## PC3312 -2.149e-04 2.718e-04 -0.791 0.429261
## PC3313 -3.878e-04 2.750e-04 -1.410 0.158592
## PC3314 -2.175e-04 2.713e-04 -0.802 0.422872
## PC3315 -1.717e-04 2.716e-04 -0.632 0.527311
## PC3316 5.583e-04 2.693e-04 2.073 0.038279 *
## PC3317 -2.212e-04 2.716e-04 -0.814 0.415478
## PC3318 3.783e-04 2.719e-04 1.392 0.164240
## PC3319 3.276e-04 2.719e-04 1.205 0.228420
## PC3320 -1.426e-04 2.703e-04 -0.528 0.597758
## PC3321 -3.699e-04 2.716e-04 -1.362 0.173435
## PC3322 -6.986e-05 2.670e-04 -0.262 0.793601
## PC3323 -2.267e-05 2.696e-04 -0.084 0.933003
## PC3324 -3.805e-04 2.673e-04 -1.423 0.154779
## PC3325 -2.422e-04 2.703e-04 -0.896 0.370440
## PC3326 -5.501e-04 2.699e-04 -2.038 0.041703 *
## PC3327 -3.547e-04 2.684e-04 -1.322 0.186436
## PC3328 -5.949e-05 2.743e-04 -0.217 0.828320
## PC3329 5.002e-04 2.733e-04 1.830 0.067418 .
## PC3330 -3.828e-04 2.703e-04 -1.416 0.156936
## PC3331 2.044e-04 2.719e-04 0.752 0.452380
## PC3332 7.116e-05 2.711e-04 0.262 0.792994
## PC3333 -1.329e-04 2.749e-04 -0.483 0.628852
## PC3334 4.590e-04 2.698e-04 1.701 0.089059 .
## PC3335 -4.401e-04 2.742e-04 -1.605 0.108637
## PC3336 4.389e-04 2.710e-04 1.620 0.105469
## PC3337 -4.660e-05 2.769e-04 -0.168 0.866385
## PC3338 7.897e-05 2.738e-04 0.288 0.773102
## PC3339 3.715e-04 2.704e-04 1.374 0.169598
## PC3340 5.120e-04 2.643e-04 1.937 0.052877 .
## PC3341 -1.613e-05 2.684e-04 -0.060 0.952068
## PC3342 -3.569e-04 2.732e-04 -1.306 0.191688
## PC3343 1.753e-06 2.676e-04 0.007 0.994774
## PC3344 1.112e-04 2.705e-04 0.411 0.681061
## PC3345 -4.553e-04 2.734e-04 -1.665 0.096081 .
## PC3346 -1.311e-04 2.691e-04 -0.487 0.626122
## PC3347 4.706e-04 2.736e-04 1.720 0.085616 .
## PC3348 1.407e-04 2.717e-04 0.518 0.604724
## PC3349 4.430e-05 2.741e-04 0.162 0.871629
## PC3350 1.957e-05 2.692e-04 0.073 0.942041
## PC3351 2.390e-04 2.678e-04 0.892 0.372328
## PC3352 2.113e-06 2.700e-04 0.008 0.993756
## PC3353 -1.871e-04 2.703e-04 -0.692 0.488914
## PC3354 1.874e-04 2.667e-04 0.703 0.482331
## PC3355 -4.411e-04 2.655e-04 -1.662 0.096788 .
## PC3356 7.563e-05 2.718e-04 0.278 0.780839
## PC3357 -1.113e-04 2.653e-04 -0.420 0.674888
## PC3358 -3.468e-05 2.780e-04 -0.125 0.900750
## PC3359 1.075e-04 2.695e-04 0.399 0.689999
## PC3360 -8.860e-05 2.739e-04 -0.324 0.746344
## PC3361 -1.228e-04 2.712e-04 -0.453 0.650808
## PC3362 -4.477e-04 2.715e-04 -1.649 0.099309 .
## PC3363 -3.941e-04 2.758e-04 -1.429 0.153222
## PC3364 6.622e-05 2.672e-04 0.248 0.804292
## PC3365 -1.511e-04 2.688e-04 -0.562 0.574182
## PC3366 -1.823e-04 2.706e-04 -0.674 0.500695
## PC3367 5.012e-05 2.759e-04 0.182 0.855887
## PC3368 -1.967e-04 2.728e-04 -0.721 0.470819
## PC3369 5.940e-04 2.711e-04 2.191 0.028599 *
## PC3370 -6.828e-05 2.701e-04 -0.253 0.800446
## PC3371 5.742e-05 2.746e-04 0.209 0.834406
## PC3372 2.795e-04 2.697e-04 1.036 0.300190
## PC3373 1.203e-05 2.751e-04 0.044 0.965135
## PC3374 9.213e-05 2.719e-04 0.339 0.734742
## PC3375 -2.392e-04 2.635e-04 -0.908 0.364239
## PC3376 -1.516e-04 2.778e-04 -0.546 0.585349
## PC3377 1.289e-04 2.702e-04 0.477 0.633350
## PC3378 -3.684e-04 2.695e-04 -1.367 0.171782
## PC3379 7.163e-05 2.698e-04 0.266 0.790631
## PC3380 1.832e-04 2.777e-04 0.660 0.509568
## PC3381 -2.306e-04 2.728e-04 -0.846 0.397947
## PC3382 -2.193e-04 2.707e-04 -0.810 0.417864
## PC3383 3.359e-04 2.718e-04 1.236 0.216699
## PC3384 -4.048e-05 2.727e-04 -0.148 0.882032
## PC3385 2.191e-04 2.728e-04 0.803 0.421978
## PC3386 -2.791e-04 2.722e-04 -1.026 0.305256
## PC3387 3.544e-04 2.720e-04 1.303 0.192813
## PC3388 -5.643e-05 2.680e-04 -0.211 0.833274
## PC3389 3.843e-04 2.727e-04 1.409 0.158908
## PC3390 -5.745e-05 2.742e-04 -0.210 0.834052
## PC3391 -8.612e-05 2.692e-04 -0.320 0.749098
## PC3392 3.205e-04 2.650e-04 1.209 0.226683
## PC3393 -1.656e-04 2.729e-04 -0.607 0.544072
## PC3394 1.873e-04 2.819e-04 0.664 0.506561
## PC3395 -2.615e-05 2.738e-04 -0.096 0.923926
## PC3396 -2.326e-04 2.731e-04 -0.851 0.394652
## PC3397 -1.662e-04 2.763e-04 -0.602 0.547458
## PC3398 5.080e-04 2.716e-04 1.870 0.061586 .
## PC3399 -7.488e-05 2.752e-04 -0.272 0.785598
## PC3400 1.479e-04 2.768e-04 0.534 0.593175
## PC3401 3.061e-04 2.726e-04 1.123 0.261527
## PC3402 1.127e-04 2.733e-04 0.413 0.679971
## PC3403 1.278e-05 2.775e-04 0.046 0.963266
## PC3404 -1.828e-04 2.778e-04 -0.658 0.510622
## PC3405 -1.031e-04 2.746e-04 -0.375 0.707338
## PC3406 3.162e-04 2.739e-04 1.154 0.248556
## PC3407 -2.768e-04 2.719e-04 -1.018 0.308867
## PC3408 4.710e-05 2.734e-04 0.172 0.863230
## PC3409 1.199e-04 2.746e-04 0.437 0.662358
## PC3410 -2.963e-05 2.720e-04 -0.109 0.913277
## PC3411 -4.825e-04 2.736e-04 -1.763 0.077994 .
## PC3412 7.327e-06 2.753e-04 0.027 0.978769
## PC3413 6.087e-05 2.702e-04 0.225 0.821792
## PC3414 1.425e-04 2.745e-04 0.519 0.603641
## PC3415 1.656e-04 2.747e-04 0.603 0.546652
## PC3416 -8.005e-05 2.721e-04 -0.294 0.768630
## PC3417 1.519e-04 2.730e-04 0.556 0.578048
## PC3418 3.102e-04 2.703e-04 1.148 0.251227
## PC3419 -3.374e-04 2.753e-04 -1.226 0.220500
## PC3420 2.634e-04 2.823e-04 0.933 0.350986
## PC3421 -1.583e-04 2.711e-04 -0.584 0.559243
## PC3422 -1.053e-04 2.745e-04 -0.384 0.701225
## PC3423 -3.651e-04 2.729e-04 -1.338 0.181075
## PC3424 -2.302e-04 2.707e-04 -0.850 0.395170
## PC3425 -5.274e-04 2.706e-04 -1.949 0.051452 .
## PC3426 -4.161e-04 2.730e-04 -1.524 0.127617
## PC3427 -1.171e-04 2.751e-04 -0.426 0.670474
## PC3428 -3.952e-05 2.733e-04 -0.145 0.885059
## PC3429 8.888e-05 2.748e-04 0.323 0.746394
## PC3430 2.120e-04 2.767e-04 0.766 0.443722
## PC3431 -4.344e-05 2.714e-04 -0.160 0.872841
## PC3432 2.430e-04 2.686e-04 0.905 0.365760
## PC3433 -2.448e-04 2.715e-04 -0.902 0.367428
## PC3434 5.918e-05 2.736e-04 0.216 0.828809
## PC3435 -3.286e-04 2.724e-04 -1.206 0.227843
## PC3436 -5.146e-05 2.771e-04 -0.186 0.852716
## PC3437 -2.289e-04 2.775e-04 -0.825 0.409624
## PC3438 -2.327e-04 2.721e-04 -0.855 0.392621
## PC3439 -1.365e-04 2.753e-04 -0.496 0.620008
## PC3440 1.492e-04 2.742e-04 0.544 0.586575
## PC3441 -3.155e-04 2.712e-04 -1.163 0.244803
## PC3442 -7.371e-04 2.764e-04 -2.667 0.007726 **
## PC3443 -9.576e-05 2.700e-04 -0.355 0.722842
## PC3444 2.577e-04 2.794e-04 0.923 0.356372
## PC3445 -7.805e-05 2.751e-04 -0.284 0.776651
## PC3446 -2.690e-04 2.744e-04 -0.980 0.327047
## PC3447 1.980e-04 2.747e-04 0.721 0.471161
## PC3448 -2.845e-04 2.761e-04 -1.030 0.302969
## PC3449 1.938e-04 2.753e-04 0.704 0.481654
## PC3450 -1.683e-04 2.758e-04 -0.610 0.541959
## PC3451 -2.740e-04 2.764e-04 -0.991 0.321654
## PC3452 1.068e-04 2.770e-04 0.385 0.699998
## PC3453 5.336e-04 2.745e-04 1.944 0.052095 .
## PC3454 5.414e-04 2.728e-04 1.985 0.047349 *
## PC3455 -8.396e-05 2.778e-04 -0.302 0.762527
## PC3456 -6.843e-05 2.740e-04 -0.250 0.802791
## PC3457 -3.510e-04 2.694e-04 -1.303 0.192781
## PC3458 -3.440e-04 2.783e-04 -1.236 0.216507
## PC3459 3.659e-04 2.782e-04 1.315 0.188625
## PC3460 -9.630e-05 2.775e-04 -0.347 0.728662
## PC3461 -4.352e-04 2.771e-04 -1.571 0.116467
## PC3462 1.951e-04 2.790e-04 0.699 0.484517
## PC3463 -2.532e-04 2.797e-04 -0.905 0.365428
## PC3464 -1.193e-05 2.794e-04 -0.043 0.965931
## PC3465 5.942e-05 2.755e-04 0.216 0.829278
## PC3466 1.865e-04 2.802e-04 0.666 0.505771
## PC3467 -2.722e-05 2.776e-04 -0.098 0.921886
## PC3468 -3.563e-04 2.748e-04 -1.297 0.194911
## PC3469 -2.268e-04 2.742e-04 -0.827 0.408260
## PC3470 -3.859e-04 2.763e-04 -1.397 0.162638
## PC3471 -4.521e-04 2.740e-04 -1.650 0.099134 .
## PC3472 -1.290e-04 2.740e-04 -0.471 0.637931
## PC3473 -5.262e-04 2.737e-04 -1.923 0.054686 .
## PC3474 1.946e-04 2.740e-04 0.710 0.477642
## PC3475 9.898e-06 2.734e-04 0.036 0.971122
## PC3476 -9.586e-05 2.710e-04 -0.354 0.723626
## PC3477 3.501e-04 2.728e-04 1.283 0.199574
## PC3478 6.842e-05 2.784e-04 0.246 0.805857
## PC3479 -2.605e-04 2.753e-04 -0.946 0.344117
## PC3480 -2.324e-05 2.799e-04 -0.083 0.933849
## PC3481 -1.387e-04 2.754e-04 -0.504 0.614657
## PC3482 2.836e-04 2.774e-04 1.022 0.306785
## PC3483 2.531e-04 2.768e-04 0.914 0.360672
## PC3484 4.934e-04 2.779e-04 1.775 0.075992 .
## PC3485 -3.303e-04 2.742e-04 -1.205 0.228538
## PC3486 7.492e-04 2.762e-04 2.713 0.006741 **
## PC3487 -2.296e-04 2.746e-04 -0.836 0.403169
## PC3488 2.936e-04 2.746e-04 1.069 0.285073
## PC3489 2.398e-05 2.797e-04 0.086 0.931690
## PC3490 3.689e-05 2.714e-04 0.136 0.891890
## PC3491 1.436e-04 2.746e-04 0.523 0.601020
## PC3492 4.531e-05 2.809e-04 0.161 0.871866
## PC3493 2.763e-06 2.732e-04 0.010 0.991933
## PC3494 1.593e-04 2.753e-04 0.579 0.562828
## PC3495 2.051e-04 2.822e-04 0.727 0.467409
## PC3496 -2.516e-04 2.767e-04 -0.909 0.363366
## PC3497 -4.358e-04 2.797e-04 -1.558 0.119410
## PC3498 -4.660e-04 2.712e-04 -1.719 0.085861 .
## PC3499 -4.879e-05 2.747e-04 -0.178 0.859061
## PC3500 -3.358e-06 2.748e-04 -0.012 0.990254
## PC3501 5.582e-04 2.755e-04 2.026 0.042904 *
## PC3502 -5.670e-05 2.775e-04 -0.204 0.838149
## PC3503 9.439e-05 2.759e-04 0.342 0.732305
## PC3504 1.395e-06 2.717e-04 0.005 0.995905
## PC3505 -4.628e-05 2.760e-04 -0.168 0.866854
## PC3506 -1.300e-04 2.787e-04 -0.466 0.640952
## PC3507 1.609e-04 2.776e-04 0.580 0.562175
## PC3508 -5.083e-05 2.733e-04 -0.186 0.852494
## PC3509 4.264e-04 2.745e-04 1.553 0.120563
## PC3510 1.980e-04 2.773e-04 0.714 0.475292
## PC3511 1.210e-04 2.788e-04 0.434 0.664259
## PC3512 -6.540e-04 2.783e-04 -2.350 0.018870 *
## PC3513 3.547e-05 2.728e-04 0.130 0.896544
## PC3514 -2.922e-04 2.741e-04 -1.066 0.286637
## PC3515 -5.855e-05 2.826e-04 -0.207 0.835894
## PC3516 -2.646e-04 2.825e-04 -0.937 0.349080
## PC3517 1.415e-04 2.762e-04 0.512 0.608402
## PC3518 3.363e-05 2.764e-04 0.122 0.903174
## PC3519 -4.021e-04 2.800e-04 -1.436 0.151139
## PC3520 1.195e-04 2.805e-04 0.426 0.670012
## PC3521 1.723e-04 2.787e-04 0.618 0.536595
## PC3522 -4.919e-04 2.769e-04 -1.777 0.075823 .
## PC3523 8.331e-05 2.820e-04 0.295 0.767688
## PC3524 3.427e-05 2.782e-04 0.123 0.901972
## PC3525 -3.249e-04 2.775e-04 -1.171 0.241747
## PC3526 3.681e-04 2.729e-04 1.349 0.177648
## PC3527 -1.670e-04 2.766e-04 -0.604 0.546061
## PC3528 2.325e-04 2.751e-04 0.845 0.398315
## PC3529 -1.194e-04 2.777e-04 -0.430 0.667165
## PC3530 2.465e-04 2.758e-04 0.894 0.371534
## PC3531 -1.591e-04 2.779e-04 -0.572 0.567093
## PC3532 -5.569e-05 2.782e-04 -0.200 0.841362
## PC3533 2.304e-05 2.747e-04 0.084 0.933160
## PC3534 -4.643e-04 2.757e-04 -1.684 0.092404 .
## PC3535 1.958e-04 2.765e-04 0.708 0.478895
## PC3536 -3.569e-04 2.713e-04 -1.316 0.188500
## PC3537 4.454e-04 2.784e-04 1.599 0.109894
## PC3538 -1.773e-04 2.799e-04 -0.633 0.526534
## PC3539 -8.134e-06 2.767e-04 -0.029 0.976553
## PC3540 -4.955e-04 2.811e-04 -1.763 0.078129 .
## PC3541 -1.676e-04 2.791e-04 -0.601 0.548188
## PC3542 2.003e-04 2.808e-04 0.713 0.475784
## PC3543 -4.247e-04 2.761e-04 -1.539 0.124071
## PC3544 -8.477e-04 2.747e-04 -3.086 0.002059 **
## PC3545 8.960e-05 2.824e-04 0.317 0.751041
## PC3546 -1.660e-04 2.813e-04 -0.590 0.555128
## PC3547 -1.868e-04 2.715e-04 -0.688 0.491712
## PC3548 -2.653e-04 2.755e-04 -0.963 0.335793
## PC3549 8.381e-06 2.713e-04 0.031 0.975363
## PC3550 -3.127e-04 2.765e-04 -1.131 0.258238
## PC3551 -2.576e-04 2.792e-04 -0.923 0.356233
## PC3552 -4.031e-04 2.741e-04 -1.470 0.141616
## PC3553 -5.936e-05 2.790e-04 -0.213 0.831577
## PC3554 -6.219e-04 2.743e-04 -2.267 0.023517 *
## PC3555 -1.097e-04 2.830e-04 -0.387 0.698493
## PC3556 -4.238e-04 2.764e-04 -1.534 0.125305
## PC3557 -2.111e-04 2.790e-04 -0.757 0.449303
## PC3558 -1.004e-05 2.762e-04 -0.036 0.971013
## PC3559 1.516e-04 2.777e-04 0.546 0.585072
## PC3560 3.172e-04 2.807e-04 1.130 0.258561
## PC3561 -2.589e-04 2.823e-04 -0.917 0.359112
## PC3562 2.460e-04 2.772e-04 0.887 0.375071
## PC3563 -8.116e-05 2.796e-04 -0.290 0.771613
## PC3564 -5.185e-05 2.755e-04 -0.188 0.850770
## PC3565 -6.487e-04 2.842e-04 -2.282 0.022580 *
## PC3566 -1.810e-04 2.799e-04 -0.647 0.517912
## PC3567 6.669e-06 2.736e-04 0.024 0.980553
## PC3568 1.057e-04 2.778e-04 0.381 0.703544
## PC3569 3.380e-04 2.751e-04 1.229 0.219370
## PC3570 -5.774e-05 2.807e-04 -0.206 0.837048
## PC3571 1.465e-05 2.810e-04 0.052 0.958430
## PC3572 3.340e-04 2.797e-04 1.194 0.232620
## PC3573 5.923e-04 2.744e-04 2.158 0.031027 *
## PC3574 3.115e-04 2.805e-04 1.111 0.266834
## PC3575 -6.843e-04 2.847e-04 -2.404 0.016313 *
## PC3576 8.481e-05 2.815e-04 0.301 0.763210
## PC3577 -6.611e-04 2.760e-04 -2.395 0.016713 *
## PC3578 -1.386e-04 2.854e-04 -0.486 0.627360
## PC3579 -1.796e-05 2.805e-04 -0.064 0.948950
## PC3580 1.529e-04 2.802e-04 0.546 0.585425
## PC3581 -3.692e-04 2.825e-04 -1.307 0.191493
## PC3582 -1.997e-04 2.818e-04 -0.709 0.478521
## PC3583 1.928e-04 2.786e-04 0.692 0.489143
## PC3584 6.805e-04 2.852e-04 2.386 0.017134 *
## PC3585 -1.990e-04 2.781e-04 -0.715 0.474398
## PC3586 4.179e-04 2.791e-04 1.497 0.134461
## PC3587 -3.107e-04 2.786e-04 -1.115 0.264932
## PC3588 4.427e-04 2.807e-04 1.577 0.114945
## PC3589 -2.675e-04 2.827e-04 -0.946 0.344118
## PC3590 1.657e-06 2.823e-04 0.006 0.995318
## PC3591 -4.245e-04 2.860e-04 -1.484 0.137902
## PC3592 2.566e-04 2.816e-04 0.911 0.362410
## PC3593 6.719e-05 2.869e-04 0.234 0.814884
## PC3594 7.243e-07 2.802e-04 0.003 0.997938
## PC3595 -1.422e-05 2.813e-04 -0.051 0.959685
## PC3596 4.405e-04 2.786e-04 1.581 0.114053
## PC3597 -1.600e-04 2.802e-04 -0.571 0.568041
## PC3598 -7.616e-05 2.804e-04 -0.272 0.785952
## PC3599 -1.735e-04 2.792e-04 -0.621 0.534400
## PC3600 2.738e-04 2.818e-04 0.972 0.331279
## PC3601 9.777e-05 2.847e-04 0.343 0.731306
## PC3602 -2.247e-04 2.807e-04 -0.801 0.423524
## PC3603 1.154e-04 2.821e-04 0.409 0.682494
## PC3604 3.693e-04 2.777e-04 1.330 0.183685
## PC3605 3.343e-04 2.805e-04 1.192 0.233478
## PC3606 -1.400e-04 2.846e-04 -0.492 0.622774
## PC3607 -3.815e-04 2.782e-04 -1.371 0.170511
## PC3608 -4.215e-04 2.786e-04 -1.513 0.130423
## PC3609 -2.366e-04 2.810e-04 -0.842 0.399908
## PC3610 6.470e-05 2.831e-04 0.229 0.819281
## PC3611 5.275e-05 2.850e-04 0.185 0.853173
## PC3612 -2.782e-04 2.765e-04 -1.006 0.314522
## PC3613 -1.986e-04 2.790e-04 -0.712 0.476625
## PC3614 9.007e-05 2.884e-04 0.312 0.754869
## PC3615 -3.242e-04 2.822e-04 -1.149 0.250861
## PC3616 -1.235e-04 2.745e-04 -0.450 0.652759
## PC3617 6.896e-05 2.803e-04 0.246 0.805689
## PC3618 -3.589e-05 2.775e-04 -0.129 0.897092
## PC3619 -1.323e-04 2.822e-04 -0.469 0.639328
## PC3620 -1.772e-04 2.791e-04 -0.635 0.525584
## PC3621 1.936e-04 2.858e-04 0.677 0.498228
## PC3622 -4.963e-04 2.794e-04 -1.777 0.075801 .
## PC3623 -8.168e-04 2.814e-04 -2.902 0.003749 **
## PC3624 1.176e-04 2.809e-04 0.419 0.675473
## PC3625 -1.685e-04 2.839e-04 -0.593 0.552995
## PC3626 -4.823e-04 2.834e-04 -1.702 0.088902 .
## PC3627 -4.909e-04 2.767e-04 -1.774 0.076193 .
## PC3628 4.049e-04 2.840e-04 1.426 0.154045
## PC3629 1.936e-04 2.857e-04 0.678 0.498015
## PC3630 7.039e-04 2.820e-04 2.496 0.012660 *
## PC3631 4.042e-05 2.818e-04 0.143 0.885958
## PC3632 -8.379e-05 2.806e-04 -0.299 0.765285
## PC3633 -2.635e-04 2.861e-04 -0.921 0.357199
## PC3634 -3.196e-04 2.811e-04 -1.137 0.255647
## PC3635 1.176e-04 2.839e-04 0.414 0.678786
## PC3636 8.418e-05 2.797e-04 0.301 0.763461
## PC3637 -4.207e-04 2.851e-04 -1.476 0.140182
## PC3638 9.565e-06 2.799e-04 0.034 0.972746
## PC3639 -2.653e-04 2.799e-04 -0.948 0.343362
## PC3640 4.984e-04 2.827e-04 1.763 0.078083 .
## PC3641 3.986e-04 2.838e-04 1.405 0.160343
## PC3642 2.987e-04 2.810e-04 1.063 0.288040
## PC3643 1.055e-04 2.822e-04 0.374 0.708643
## PC3644 1.594e-04 2.824e-04 0.564 0.572588
## PC3645 1.320e-04 2.828e-04 0.467 0.640739
## PC3646 -7.538e-04 2.793e-04 -2.698 0.007036 **
## PC3647 -1.106e-06 2.784e-04 -0.004 0.996833
## PC3648 5.213e-04 2.840e-04 1.835 0.066612 .
## PC3649 -1.611e-04 2.823e-04 -0.571 0.568394
## PC3650 2.206e-04 2.858e-04 0.772 0.440382
## PC3651 4.145e-04 2.817e-04 1.471 0.141341
## PC3652 5.869e-05 2.865e-04 0.205 0.837697
## PC3653 6.456e-05 2.806e-04 0.230 0.818083
## PC3654 -1.528e-04 2.841e-04 -0.538 0.590696
## PC3655 -1.273e-04 2.845e-04 -0.448 0.654511
## PC3656 1.119e-04 2.877e-04 0.389 0.697497
## PC3657 2.571e-04 2.903e-04 0.886 0.375851
## PC3658 4.376e-04 2.816e-04 1.554 0.120348
## PC3659 2.790e-04 2.777e-04 1.005 0.315276
## PC3660 2.429e-04 2.835e-04 0.857 0.391659
## PC3661 3.508e-04 2.772e-04 1.266 0.205792
## PC3662 -2.916e-04 2.848e-04 -1.024 0.306068
## PC3663 1.487e-04 2.804e-04 0.530 0.595916
## PC3664 -5.426e-04 2.869e-04 -1.891 0.058737 .
## PC3665 2.644e-05 2.829e-04 0.093 0.925545
## PC3666 -1.306e-04 2.833e-04 -0.461 0.644836
## PC3667 -1.076e-04 2.853e-04 -0.377 0.706071
## PC3668 -2.839e-05 2.808e-04 -0.101 0.919475
## PC3669 -4.398e-04 2.831e-04 -1.553 0.120502
## PC3670 7.557e-04 2.886e-04 2.618 0.008921 **
## PC3671 8.366e-05 2.827e-04 0.296 0.767311
## PC3672 2.381e-04 2.907e-04 0.819 0.412893
## PC3673 -8.486e-05 2.756e-04 -0.308 0.758186
## PC3674 6.586e-05 2.863e-04 0.230 0.818131
## PC3675 -1.622e-04 2.836e-04 -0.572 0.567359
## PC3676 3.696e-04 2.828e-04 1.307 0.191476
## PC3677 -2.450e-04 2.840e-04 -0.863 0.388505
## PC3678 -3.101e-05 2.838e-04 -0.109 0.913010
## PC3679 -1.391e-04 2.825e-04 -0.492 0.622469
## PC3680 -2.615e-05 2.806e-04 -0.093 0.925749
## PC3681 -2.969e-05 2.875e-04 -0.103 0.917759
## PC3682 -1.248e-04 2.866e-04 -0.436 0.663205
## PC3683 3.382e-05 2.877e-04 0.118 0.906422
## PC3684 -3.284e-04 2.832e-04 -1.160 0.246285
## PC3685 2.444e-04 2.794e-04 0.875 0.381809
## PC3686 1.634e-04 2.845e-04 0.574 0.565724
## PC3687 1.313e-04 2.793e-04 0.470 0.638439
## PC3688 2.646e-04 2.825e-04 0.936 0.349185
## PC3689 -1.926e-04 2.841e-04 -0.678 0.497948
## PC3690 1.879e-04 2.845e-04 0.660 0.509073
## PC3691 -2.576e-04 2.789e-04 -0.923 0.355877
## PC3692 2.018e-04 2.844e-04 0.710 0.477982
## PC3693 3.059e-04 2.827e-04 1.082 0.279276
## PC3694 -1.341e-04 2.814e-04 -0.477 0.633582
## PC3695 -6.070e-04 2.851e-04 -2.129 0.033388 *
## PC3696 2.071e-04 2.804e-04 0.738 0.460314
## PC3697 -4.811e-04 2.825e-04 -1.703 0.088742 .
## PC3698 -5.435e-04 2.886e-04 -1.883 0.059801 .
## PC3699 2.252e-04 2.845e-04 0.791 0.428763
## PC3700 1.631e-04 2.843e-04 0.574 0.566188
## PC3701 2.765e-04 2.798e-04 0.988 0.323129
## PC3702 4.502e-05 2.836e-04 0.159 0.873899
## PC3703 7.105e-04 2.863e-04 2.482 0.013164 *
## PC3704 -9.135e-05 2.828e-04 -0.323 0.746678
## PC3705 2.952e-04 2.846e-04 1.037 0.299690
## PC3706 2.335e-04 2.834e-04 0.824 0.409982
## PC3707 -4.792e-04 2.792e-04 -1.716 0.086288 .
## PC3708 -9.754e-05 2.849e-04 -0.342 0.732143
## PC3709 -1.333e-04 2.807e-04 -0.475 0.634747
## PC3710 5.402e-04 2.844e-04 1.899 0.057681 .
## PC3711 -4.232e-04 2.818e-04 -1.502 0.133402
## PC3712 2.756e-04 2.885e-04 0.955 0.339650
## PC3713 -4.069e-04 2.843e-04 -1.431 0.152550
## PC3714 -1.633e-04 2.844e-04 -0.574 0.565857
## PC3715 -3.924e-04 2.880e-04 -1.363 0.173110
## PC3716 3.750e-05 2.849e-04 0.132 0.895312
## PC3717 3.321e-05 2.851e-04 0.116 0.907279
## PC3718 1.650e-05 2.762e-04 0.060 0.952365
## PC3719 -4.024e-05 2.839e-04 -0.142 0.887323
## PC3720 7.484e-05 2.854e-04 0.262 0.793188
## PC3721 5.221e-05 2.802e-04 0.186 0.852209
## PC3722 9.560e-05 2.890e-04 0.331 0.740827
## PC3723 1.937e-04 2.874e-04 0.674 0.500421
## PC3724 1.721e-04 2.867e-04 0.601 0.548217
## PC3725 -1.511e-05 2.816e-04 -0.054 0.957227
## PC3726 -4.764e-04 2.846e-04 -1.674 0.094335 .
## PC3727 2.421e-04 2.800e-04 0.864 0.387475
## PC3728 3.293e-04 2.879e-04 1.144 0.252812
## PC3729 9.602e-05 2.848e-04 0.337 0.736065
## PC3730 -4.019e-04 2.888e-04 -1.391 0.164313
## PC3731 -3.233e-04 2.785e-04 -1.161 0.245878
## PC3732 2.243e-04 2.816e-04 0.797 0.425770
## PC3733 -3.361e-04 2.877e-04 -1.168 0.242852
## PC3734 -1.761e-04 2.851e-04 -0.618 0.536878
## PC3735 -3.543e-04 2.835e-04 -1.250 0.211612
## PC3736 9.040e-04 2.903e-04 3.115 0.001872 **
## PC3737 3.508e-04 2.815e-04 1.246 0.212980
## PC3738 1.002e-04 2.888e-04 0.347 0.728707
## PC3739 -4.796e-04 2.835e-04 -1.692 0.090877 .
## PC3740 -2.557e-04 2.825e-04 -0.905 0.365618
## PC3741 -2.746e-04 2.836e-04 -0.968 0.333032
## PC3742 2.551e-04 2.788e-04 0.915 0.360417
## PC3743 -1.746e-04 2.920e-04 -0.598 0.550018
## PC3744 2.006e-05 2.918e-04 0.069 0.945191
## PC3745 1.560e-04 2.820e-04 0.553 0.580231
## PC3746 -1.376e-04 2.899e-04 -0.475 0.635180
## PC3747 3.709e-04 2.875e-04 1.290 0.197208
## PC3748 3.146e-04 2.862e-04 1.099 0.271862
## PC3749 3.002e-04 2.923e-04 1.027 0.304401
## PC3750 -1.489e-04 2.875e-04 -0.518 0.604600
## PC3751 1.495e-05 2.873e-04 0.052 0.958513
## PC3752 2.526e-04 2.829e-04 0.893 0.371952
## PC3753 3.105e-04 2.855e-04 1.088 0.276882
## PC3754 -1.207e-04 2.839e-04 -0.425 0.670727
## PC3755 -4.742e-05 2.855e-04 -0.166 0.868098
## PC3756 7.752e-05 2.854e-04 0.272 0.785943
## PC3757 -8.793e-06 2.877e-04 -0.031 0.975622
## PC3758 -1.437e-04 2.823e-04 -0.509 0.610694
## PC3759 -8.511e-05 2.822e-04 -0.302 0.763013
## PC3760 -1.693e-04 2.869e-04 -0.590 0.555325
## PC3761 1.350e-04 2.853e-04 0.473 0.636262
## PC3762 4.080e-04 2.886e-04 1.414 0.157545
## PC3763 2.553e-04 2.877e-04 0.888 0.374855
## PC3764 1.160e-04 2.851e-04 0.407 0.684233
## PC3765 -1.703e-04 2.879e-04 -0.592 0.554155
## PC3766 -1.134e-04 2.891e-04 -0.392 0.694898
## PC3767 1.323e-04 2.968e-04 0.446 0.655772
## PC3768 7.610e-05 2.894e-04 0.263 0.792621
## PC3769 -1.123e-04 2.867e-04 -0.392 0.695403
## PC3770 2.413e-04 2.876e-04 0.839 0.401689
## PC3771 -3.471e-04 2.870e-04 -1.209 0.226683
## PC3772 -3.615e-04 2.911e-04 -1.242 0.214568
## PC3773 7.748e-05 2.869e-04 0.270 0.787147
## PC3774 -1.470e-05 2.867e-04 -0.051 0.959124
## PC3775 -1.674e-04 2.891e-04 -0.579 0.562749
## PC3776 3.090e-04 2.902e-04 1.065 0.287157
## PC3777 1.306e-04 2.878e-04 0.454 0.650071
## PC3778 1.870e-04 2.884e-04 0.648 0.516770
## PC3779 -1.693e-04 2.850e-04 -0.594 0.552623
## PC3780 5.402e-05 2.815e-04 0.192 0.847850
## PC3781 -4.839e-04 2.902e-04 -1.667 0.095646 .
## PC3782 -8.689e-06 2.846e-04 -0.031 0.975651
## PC3783 3.277e-04 2.896e-04 1.132 0.257902
## PC3784 -1.618e-04 2.871e-04 -0.564 0.573155
## PC3785 3.581e-04 2.874e-04 1.246 0.213000
## PC3786 6.160e-04 2.834e-04 2.173 0.029886 *
## PC3787 1.565e-04 2.852e-04 0.549 0.583314
## PC3788 -1.981e-04 2.848e-04 -0.696 0.486642
## PC3789 -2.440e-04 2.888e-04 -0.845 0.398315
## PC3790 -4.402e-04 2.860e-04 -1.539 0.123958
## PC3791 2.931e-04 2.829e-04 1.036 0.300353
## PC3792 2.660e-04 2.875e-04 0.925 0.354942
## PC3793 -2.723e-04 2.859e-04 -0.953 0.340915
## PC3794 1.988e-04 2.867e-04 0.694 0.488073
## PC3795 -1.114e-04 2.923e-04 -0.381 0.703279
## PC3796 3.262e-04 2.856e-04 1.142 0.253581
## PC3797 -1.634e-04 2.888e-04 -0.566 0.571513
## PC3798 9.757e-05 2.883e-04 0.338 0.735066
## PC3799 4.479e-04 2.894e-04 1.548 0.121841
## PC3800 3.460e-04 2.894e-04 1.195 0.232115
## PC3801 -3.301e-04 2.863e-04 -1.153 0.248981
## PC3802 1.420e-04 2.936e-04 0.484 0.628608
## PC3803 1.081e-04 2.867e-04 0.377 0.706137
## PC3804 1.609e-04 2.853e-04 0.564 0.573006
## PC3805 -4.332e-04 2.849e-04 -1.521 0.128541
## PC3806 -7.661e-05 2.878e-04 -0.266 0.790131
## PC3807 -1.731e-04 2.903e-04 -0.596 0.551015
## PC3808 -2.282e-05 2.883e-04 -0.079 0.936899
## PC3809 4.131e-05 2.968e-04 0.139 0.889338
## PC3810 -1.437e-05 2.868e-04 -0.050 0.960038
## PC3811 1.383e-04 2.888e-04 0.479 0.632050
## PC3812 -6.570e-05 2.841e-04 -0.231 0.817163
## PC3813 1.369e-05 2.867e-04 0.048 0.961927
## PC3814 -3.948e-04 2.873e-04 -1.374 0.169485
## PC3815 -9.359e-05 2.918e-04 -0.321 0.748490
## PC3816 -8.209e-04 2.893e-04 -2.837 0.004599 **
## PC3817 -1.704e-04 2.909e-04 -0.586 0.558096
## PC3818 5.784e-04 2.845e-04 2.033 0.042208 *
## PC3819 -4.491e-04 2.862e-04 -1.569 0.116713
## PC3820 -1.804e-04 2.867e-04 -0.629 0.529392
## PC3821 2.580e-04 2.872e-04 0.898 0.369058
## PC3822 -4.861e-04 2.920e-04 -1.665 0.096088 .
## PC3823 -2.178e-04 2.869e-04 -0.759 0.447837
## PC3824 2.771e-05 2.877e-04 0.096 0.923291
## PC3825 6.916e-04 2.877e-04 2.404 0.016308 *
## PC3826 -1.515e-04 2.885e-04 -0.525 0.599581
## PC3827 -5.144e-04 2.858e-04 -1.800 0.072089 .
## PC3828 7.430e-05 2.855e-04 0.260 0.794661
## PC3829 5.303e-05 2.836e-04 0.187 0.851697
## PC3830 -5.561e-05 2.901e-04 -0.192 0.847986
## PC3831 2.788e-04 2.882e-04 0.967 0.333640
## PC3832 5.960e-04 2.855e-04 2.088 0.036945 *
## PC3833 5.054e-05 2.862e-04 0.177 0.859861
## PC3834 5.102e-04 2.826e-04 1.805 0.071215 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.03053 on 1749 degrees of freedom
## Multiple R-squared: 0.7769, Adjusted R-squared: 0.2877
## F-statistic: 1.588 on 3834 and 1749 DF, p-value: < 2.2e-16
cd.full = plot.diagnostics(model=model.full, train=data.train)
## [1] "Number of data points that have Cook's D > 4/n: 1446"
## [1] "Number of data points that have Cook's D > 1: 0"
high.cd = names(cd.full[cd.full > 4/nrow(data.train)])
#save dataset with high.cd flagged
t = data.train %>%
rownames_to_column() %>%
mutate(high.cd = ifelse(rowname %in% high.cd,1,0))
#write.csv(t,file='data_high_cd_flag.csv',row.names = F)
###
data.train2 = data.train[!(rownames(data.train)) %in% high.cd,]
model.full2 = lm(formula , data.train2)
summary(model.full2)
##
## Call:
## lm(formula = formula, data = data.train2)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.0170623 -0.0023802 0.0000004 0.0023376 0.0218685
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.096e+00 5.667e-04 3699.028 < 2e-16 ***
## PC1 -9.876e-05 1.020e-04 -0.969 0.333541
## PC2 -3.017e-04 9.709e-05 -3.108 0.002064 **
## PC3 2.272e-04 1.044e-04 2.177 0.030239 *
## PC4 -3.825e-05 9.484e-05 -0.403 0.687002
## PC5 2.245e-04 9.543e-05 2.352 0.019295 *
## PC6 1.854e-04 1.059e-04 1.750 0.081054 .
## PC7 -5.076e-06 1.086e-04 -0.047 0.962758
## PC8 1.089e-05 9.894e-05 0.110 0.912439
## PC9 -4.808e-04 9.872e-05 -4.870 1.80e-06 ***
## PC10 2.315e-05 9.902e-05 0.234 0.815270
## PC11 1.899e-04 1.058e-04 1.795 0.073618 .
## PC12 2.370e-04 9.702e-05 2.443 0.015154 *
## PC13 -6.437e-05 1.064e-04 -0.605 0.545669
## PC14 2.220e-04 1.036e-04 2.143 0.032947 *
## PC15 -7.522e-06 1.083e-04 -0.069 0.944656
## PC16 -1.966e-04 9.948e-05 -1.976 0.049077 *
## PC17 -1.286e-04 1.017e-04 -1.264 0.207289
## PC18 3.063e-04 1.008e-04 3.038 0.002590 **
## PC19 1.480e-04 1.047e-04 1.413 0.158617
## PC20 1.175e-04 1.101e-04 1.067 0.286721
## PC21 1.654e-04 1.009e-04 1.639 0.102174
## PC22 -9.099e-05 9.891e-05 -0.920 0.358304
## PC23 1.694e-04 1.030e-04 1.645 0.101036
## PC24 -4.785e-05 1.096e-04 -0.436 0.662790
## PC25 1.904e-04 1.051e-04 1.812 0.070915 .
## PC26 1.306e-04 1.092e-04 1.196 0.232562
## PC27 4.523e-04 1.015e-04 4.456 1.18e-05 ***
## PC28 3.611e-05 1.103e-04 0.328 0.743501
## PC29 -1.362e-04 9.863e-05 -1.381 0.168273
## PC30 -1.838e-05 1.015e-04 -0.181 0.856382
## PC31 -1.173e-04 1.087e-04 -1.079 0.281292
## PC32 -5.766e-05 1.058e-04 -0.545 0.586035
## PC33 -2.496e-04 9.913e-05 -2.518 0.012306 *
## PC34 -6.750e-05 1.025e-04 -0.659 0.510715
## PC35 -2.018e-04 1.090e-04 -1.852 0.065059 .
## PC36 -1.271e-05 1.037e-04 -0.123 0.902518
## PC37 -6.532e-05 1.130e-04 -0.578 0.563739
## PC38 -2.510e-04 1.124e-04 -2.233 0.026269 *
## PC39 7.665e-05 1.028e-04 0.746 0.456533
## PC40 -2.043e-04 1.092e-04 -1.871 0.062336 .
## PC41 6.111e-05 1.059e-04 0.577 0.564469
## PC42 4.415e-05 1.051e-04 0.420 0.674712
## PC43 -2.371e-04 1.089e-04 -2.178 0.030199 *
## PC44 -1.416e-04 1.044e-04 -1.356 0.176031
## PC45 -2.485e-04 1.022e-04 -2.432 0.015606 *
## PC46 -9.616e-05 1.013e-04 -0.950 0.343120
## PC47 -2.634e-04 1.100e-04 -2.394 0.017263 *
## PC48 -9.244e-05 1.134e-04 -0.815 0.415541
## PC49 4.826e-04 1.127e-04 4.281 2.50e-05 ***
## PC50 -1.681e-04 1.087e-04 -1.547 0.122979
## PC51 6.470e-05 1.005e-04 0.644 0.520081
## PC52 2.828e-04 1.102e-04 2.566 0.010782 *
## PC53 -3.638e-05 1.163e-04 -0.313 0.754610
## PC54 5.805e-05 1.084e-04 0.536 0.592627
## PC55 1.338e-04 1.152e-04 1.162 0.246259
## PC56 -1.542e-04 1.033e-04 -1.493 0.136489
## PC57 2.077e-04 1.152e-04 1.803 0.072374 .
## PC58 -1.953e-04 1.117e-04 -1.749 0.081384 .
## PC59 -4.230e-05 1.066e-04 -0.397 0.691872
## PC60 -2.819e-04 1.028e-04 -2.742 0.006479 **
## PC61 -6.470e-05 1.058e-04 -0.611 0.541417
## PC62 2.537e-04 1.118e-04 2.269 0.023993 *
## PC63 1.594e-05 1.103e-04 0.145 0.885181
## PC64 2.893e-04 1.133e-04 2.554 0.011132 *
## PC65 -3.776e-04 1.156e-04 -3.265 0.001219 **
## PC66 -5.917e-05 1.074e-04 -0.551 0.582272
## PC67 2.129e-04 1.108e-04 1.922 0.055560 .
## PC68 -8.093e-05 1.105e-04 -0.732 0.464505
## PC69 2.147e-04 1.120e-04 1.918 0.056090 .
## PC70 3.587e-04 1.117e-04 3.212 0.001459 **
## PC71 -4.243e-05 1.117e-04 -0.380 0.704192
## PC72 -4.841e-05 1.100e-04 -0.440 0.660319
## PC73 4.377e-05 1.065e-04 0.411 0.681399
## PC74 -9.938e-05 1.068e-04 -0.931 0.352614
## PC75 3.699e-05 1.118e-04 0.331 0.741059
## PC76 -7.987e-05 1.093e-04 -0.730 0.465673
## PC77 9.159e-05 1.027e-04 0.891 0.373378
## PC78 -3.305e-05 1.152e-04 -0.287 0.774481
## PC79 -5.572e-05 1.114e-04 -0.500 0.617398
## PC80 1.370e-04 1.114e-04 1.230 0.219511
## PC81 -2.368e-04 1.122e-04 -2.111 0.035566 *
## PC82 -1.969e-06 1.103e-04 -0.018 0.985770
## PC83 3.379e-05 1.144e-04 0.295 0.767923
## PC84 -1.356e-05 1.123e-04 -0.121 0.903968
## PC85 1.046e-04 1.197e-04 0.874 0.382801
## PC86 -4.642e-04 1.083e-04 -4.285 2.46e-05 ***
## PC87 1.065e-04 1.051e-04 1.014 0.311476
## PC88 -4.790e-05 1.099e-04 -0.436 0.663186
## PC89 -3.202e-04 1.085e-04 -2.952 0.003402 **
## PC90 -2.885e-04 1.169e-04 -2.467 0.014161 *
## PC91 1.795e-04 1.204e-04 1.491 0.136954
## PC92 -4.205e-04 1.108e-04 -3.795 0.000178 ***
## PC93 -2.533e-04 1.132e-04 -2.237 0.025995 *
## PC94 5.003e-05 1.132e-04 0.442 0.658971
## PC95 -5.170e-05 1.105e-04 -0.468 0.640217
## PC96 1.161e-04 1.140e-04 1.018 0.309366
## PC97 -2.340e-05 1.131e-04 -0.207 0.836232
## PC98 2.217e-04 1.199e-04 1.850 0.065287 .
## PC99 -6.842e-04 1.213e-04 -5.639 3.92e-08 ***
## PC100 -3.888e-04 1.186e-04 -3.279 0.001164 **
## PC101 3.085e-04 1.234e-04 2.500 0.012951 *
## PC102 -7.541e-05 1.179e-04 -0.640 0.522806
## PC103 -1.604e-04 1.095e-04 -1.465 0.143924
## PC104 -2.769e-04 1.133e-04 -2.444 0.015115 *
## PC105 -2.670e-04 1.136e-04 -2.350 0.019419 *
## PC106 -1.583e-04 1.153e-04 -1.373 0.170714
## PC107 1.245e-04 1.246e-04 0.999 0.318381
## PC108 -1.479e-04 1.125e-04 -1.314 0.189722
## PC109 1.337e-04 1.196e-04 1.118 0.264271
## PC110 1.928e-04 1.178e-04 1.637 0.102707
## PC111 -1.484e-05 1.097e-04 -0.135 0.892496
## PC112 -4.274e-05 1.169e-04 -0.366 0.714944
## PC113 5.276e-06 1.212e-04 0.044 0.965293
## PC114 -1.956e-05 1.169e-04 -0.167 0.867253
## PC115 -1.081e-04 1.173e-04 -0.921 0.357581
## PC116 -3.307e-04 1.271e-04 -2.601 0.009744 **
## PC117 -2.069e-04 1.151e-04 -1.797 0.073294 .
## PC118 2.713e-04 1.135e-04 2.389 0.017487 *
## PC119 -5.582e-05 1.092e-04 -0.511 0.609636
## PC120 1.804e-05 1.128e-04 0.160 0.873077
## PC121 5.385e-05 1.159e-04 0.465 0.642611
## PC122 2.957e-04 1.142e-04 2.590 0.010073 *
## PC123 1.043e-04 1.182e-04 0.883 0.377996
## PC124 -4.577e-05 1.102e-04 -0.415 0.678206
## PC125 -1.980e-04 1.230e-04 -1.610 0.108458
## PC126 -3.300e-04 1.211e-04 -2.726 0.006790 **
## PC127 -5.347e-05 1.184e-04 -0.452 0.651927
## PC128 2.986e-04 1.192e-04 2.506 0.012749 *
## PC129 3.153e-05 1.198e-04 0.263 0.792648
## PC130 9.829e-06 1.227e-04 0.080 0.936210
## PC131 -2.085e-04 1.198e-04 -1.741 0.082753 .
## PC132 -1.718e-04 1.135e-04 -1.514 0.131059
## PC133 8.329e-05 1.225e-04 0.680 0.497109
## PC134 3.768e-04 1.120e-04 3.365 0.000865 ***
## PC135 -1.444e-04 1.136e-04 -1.272 0.204368
## PC136 7.278e-05 1.178e-04 0.618 0.537294
## PC137 8.288e-05 1.216e-04 0.681 0.496082
## PC138 2.237e-04 1.259e-04 1.776 0.076669 .
## PC139 -8.452e-05 1.194e-04 -0.708 0.479458
## PC140 -2.083e-04 1.158e-04 -1.799 0.073034 .
## PC141 2.410e-05 1.189e-04 0.203 0.839539
## PC142 -1.121e-04 1.135e-04 -0.988 0.323867
## PC143 -3.611e-04 1.245e-04 -2.899 0.004012 **
## PC144 5.078e-06 1.194e-04 0.043 0.966093
## PC145 -2.628e-05 1.220e-04 -0.215 0.829607
## PC146 2.956e-04 1.155e-04 2.559 0.010992 *
## PC147 2.820e-05 1.220e-04 0.231 0.817352
## PC148 -3.622e-04 1.222e-04 -2.963 0.003284 **
## PC149 3.406e-04 1.105e-04 3.082 0.002242 **
## PC150 1.631e-04 1.272e-04 1.282 0.200655
## PC151 2.678e-04 1.202e-04 2.228 0.026596 *
## PC152 5.794e-05 1.225e-04 0.473 0.636509
## PC153 1.140e-04 1.229e-04 0.928 0.354308
## PC154 -1.181e-04 1.211e-04 -0.976 0.330038
## PC155 -3.185e-05 1.197e-04 -0.266 0.790427
## PC156 -9.259e-06 1.244e-04 -0.074 0.940742
## PC157 7.420e-04 1.256e-04 5.906 9.41e-09 ***
## PC158 -3.767e-04 1.223e-04 -3.081 0.002255 **
## PC159 -1.713e-04 1.192e-04 -1.437 0.151628
## PC160 1.475e-04 1.242e-04 1.187 0.236018
## PC161 -9.987e-06 1.179e-04 -0.085 0.932568
## PC162 3.259e-05 1.217e-04 0.268 0.789049
## PC163 -1.911e-04 1.173e-04 -1.629 0.104438
## PC164 -3.130e-04 1.185e-04 -2.640 0.008715 **
## PC165 6.942e-06 1.329e-04 0.052 0.958365
## PC166 1.707e-04 1.207e-04 1.414 0.158273
## PC167 1.582e-04 1.265e-04 1.251 0.211975
## PC168 3.868e-04 1.227e-04 3.153 0.001780 **
## PC169 -5.728e-05 1.305e-04 -0.439 0.661138
## PC170 -7.225e-05 1.209e-04 -0.598 0.550391
## PC171 -5.663e-05 1.258e-04 -0.450 0.653002
## PC172 -1.816e-04 1.301e-04 -1.396 0.163712
## PC173 2.015e-04 1.307e-04 1.542 0.124217
## PC174 6.351e-04 1.213e-04 5.238 3.05e-07 ***
## PC175 -2.398e-04 1.280e-04 -1.873 0.062070 .
## PC176 6.891e-05 1.325e-04 0.520 0.603411
## PC177 -2.532e-04 1.240e-04 -2.042 0.041990 *
## PC178 2.908e-04 1.311e-04 2.219 0.027245 *
## PC179 4.134e-05 1.208e-04 0.342 0.732476
## PC180 5.177e-05 1.277e-04 0.405 0.685509
## PC181 5.583e-04 1.228e-04 4.548 7.85e-06 ***
## PC182 3.309e-05 1.242e-04 0.266 0.790051
## PC183 2.068e-04 1.222e-04 1.692 0.091608 .
## PC184 -1.247e-04 1.222e-04 -1.020 0.308460
## PC185 4.608e-05 1.267e-04 0.364 0.716312
## PC186 3.425e-04 1.235e-04 2.773 0.005897 **
## PC187 2.046e-04 1.265e-04 1.618 0.106689
## PC188 2.643e-04 1.269e-04 2.084 0.038025 *
## PC189 -2.315e-04 1.190e-04 -1.945 0.052760 .
## PC190 -4.328e-04 1.271e-04 -3.406 0.000747 ***
## PC191 1.706e-04 1.358e-04 1.257 0.209892
## PC192 2.923e-04 1.234e-04 2.369 0.018462 *
## PC193 -3.812e-05 1.223e-04 -0.312 0.755440
## PC194 -4.606e-06 1.266e-04 -0.036 0.970993
## PC195 2.100e-04 1.289e-04 1.630 0.104234
## PC196 -7.202e-05 1.297e-04 -0.555 0.579190
## PC197 3.750e-04 1.332e-04 2.814 0.005209 **
## PC198 6.312e-05 1.251e-04 0.505 0.614088
## PC199 2.325e-04 1.332e-04 1.745 0.081957 .
## PC200 3.411e-04 1.289e-04 2.645 0.008594 **
## PC201 -2.182e-04 1.354e-04 -1.612 0.108099
## PC202 -3.776e-05 1.304e-04 -0.290 0.772351
## PC203 -4.626e-05 1.312e-04 -0.353 0.724637
## PC204 4.108e-04 1.241e-04 3.312 0.001039 **
## PC205 7.503e-05 1.282e-04 0.585 0.558877
## PC206 1.897e-04 1.277e-04 1.485 0.138498
## PC207 4.987e-05 1.316e-04 0.379 0.705045
## PC208 -1.849e-04 1.161e-04 -1.593 0.112249
## PC209 2.018e-04 1.299e-04 1.554 0.121315
## PC210 4.038e-04 1.347e-04 2.998 0.002941 **
## PC211 -2.362e-04 1.327e-04 -1.780 0.076078 .
## PC212 -1.792e-04 1.342e-04 -1.336 0.182705
## PC213 -3.759e-05 1.308e-04 -0.287 0.773982
## PC214 -1.864e-04 1.295e-04 -1.440 0.150965
## PC215 -3.978e-04 1.324e-04 -3.004 0.002886 **
## PC216 -8.684e-05 1.331e-04 -0.652 0.514710
## PC217 -3.202e-05 1.388e-04 -0.231 0.817737
## PC218 4.722e-04 1.306e-04 3.614 0.000352 ***
## PC219 4.322e-04 1.442e-04 2.997 0.002952 **
## PC220 -1.920e-05 1.414e-04 -0.136 0.892108
## PC221 2.883e-04 1.393e-04 2.070 0.039253 *
## PC222 6.061e-05 1.385e-04 0.438 0.662041
## PC223 1.347e-05 1.379e-04 0.098 0.922206
## PC224 -5.264e-04 1.414e-04 -3.724 0.000234 ***
## PC225 5.572e-04 1.412e-04 3.946 9.87e-05 ***
## PC226 -3.522e-04 1.383e-04 -2.546 0.011377 *
## PC227 -4.146e-05 1.520e-04 -0.273 0.785281
## PC228 -8.549e-04 1.462e-04 -5.850 1.28e-08 ***
## PC229 3.440e-04 1.496e-04 2.300 0.022131 *
## PC230 -6.540e-04 1.528e-04 -4.280 2.52e-05 ***
## PC231 -1.243e-03 1.454e-04 -8.548 6.25e-16 ***
## PC232 7.565e-04 1.535e-04 4.928 1.37e-06 ***
## PC233 8.820e-04 1.585e-04 5.564 5.81e-08 ***
## PC234 2.789e-04 1.679e-04 1.661 0.097770 .
## PC235 -1.458e-04 1.771e-04 -0.824 0.410841
## PC236 -7.496e-05 1.615e-04 -0.464 0.642894
## PC237 9.445e-04 1.705e-04 5.538 6.64e-08 ***
## PC238 8.292e-04 1.791e-04 4.628 5.47e-06 ***
## PC239 -2.922e-03 1.764e-04 -16.569 < 2e-16 ***
## PC240 4.075e-04 2.225e-04 1.832 0.067978 .
## PC241 -1.967e-04 2.134e-04 -0.922 0.357394
## PC242 3.488e-04 2.219e-04 1.572 0.117062
## PC243 -2.302e-04 2.305e-04 -0.999 0.318744
## PC244 3.420e-05 2.163e-04 0.158 0.874450
## PC245 -4.433e-04 2.176e-04 -2.037 0.042477 *
## PC246 -2.585e-04 2.063e-04 -1.254 0.210968
## PC247 1.382e-04 2.264e-04 0.611 0.541900
## PC248 1.248e-04 2.165e-04 0.577 0.564625
## PC249 1.339e-04 2.029e-04 0.660 0.509846
## PC250 5.572e-05 2.142e-04 0.260 0.794898
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## PC252 -1.234e-04 2.361e-04 -0.523 0.601528
## PC253 6.649e-06 2.212e-04 0.030 0.976040
## PC254 -7.377e-05 2.128e-04 -0.347 0.729106
## PC255 -1.046e-04 2.178e-04 -0.480 0.631552
## PC256 -1.726e-04 2.094e-04 -0.824 0.410405
## PC257 2.573e-04 2.054e-04 1.253 0.211167
## PC258 2.820e-04 2.135e-04 1.321 0.187571
## PC259 3.207e-04 2.111e-04 1.519 0.129737
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## PC261 -2.811e-04 2.152e-04 -1.306 0.192378
## PC262 6.347e-05 2.098e-04 0.303 0.762436
## PC263 -2.377e-05 2.165e-04 -0.110 0.912635
## PC264 -4.221e-04 2.331e-04 -1.811 0.071182 .
## PC265 -5.170e-05 2.056e-04 -0.251 0.801682
## PC266 3.298e-04 2.350e-04 1.404 0.161481
## PC267 2.891e-04 2.188e-04 1.322 0.187313
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## PC269 7.519e-07 2.052e-04 0.004 0.997079
## PC270 1.087e-04 2.293e-04 0.474 0.635896
## PC271 4.309e-04 2.192e-04 1.966 0.050247 .
## PC272 -2.727e-04 2.224e-04 -1.226 0.221264
## PC273 4.370e-04 2.267e-04 1.927 0.054858 .
## PC274 -2.861e-04 2.285e-04 -1.252 0.211567
## PC275 -1.234e-04 2.288e-04 -0.539 0.589995
## PC276 5.774e-04 2.265e-04 2.549 0.011296 *
## PC277 5.435e-04 2.334e-04 2.329 0.020522 *
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## PC279 -5.548e-04 2.292e-04 -2.420 0.016104 *
## PC280 1.536e-04 2.255e-04 0.681 0.496341
## PC281 -2.360e-04 2.057e-04 -1.147 0.252249
## PC282 2.788e-04 2.296e-04 1.214 0.225608
## PC283 3.895e-04 2.114e-04 1.842 0.066438 .
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## PC286 2.897e-04 2.295e-04 1.262 0.207782
## PC287 -2.535e-04 2.332e-04 -1.087 0.277944
## PC288 -9.001e-05 2.165e-04 -0.416 0.677883
## PC289 4.440e-04 2.229e-04 1.992 0.047291 *
## PC290 4.026e-04 2.239e-04 1.798 0.073174 .
## PC291 4.845e-04 2.349e-04 2.063 0.039972 *
## PC292 1.202e-04 2.025e-04 0.594 0.553241
## PC293 -4.351e-04 2.170e-04 -2.005 0.045900 *
## PC294 -3.376e-04 2.275e-04 -1.484 0.138936
## PC295 -3.171e-04 2.474e-04 -1.282 0.200855
## PC296 -3.808e-05 2.253e-04 -0.169 0.865883
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## PC299 1.451e-04 2.153e-04 0.674 0.501061
## PC300 1.166e-04 2.062e-04 0.565 0.572171
## PC301 -1.216e-04 2.106e-04 -0.577 0.564109
## PC302 3.614e-04 2.197e-04 1.645 0.100981
## PC303 1.279e-04 2.189e-04 0.584 0.559535
## PC304 5.688e-05 2.099e-04 0.271 0.786559
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## PC306 9.059e-05 2.197e-04 0.412 0.680434
## PC307 3.697e-04 2.271e-04 1.627 0.104688
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## PC309 2.079e-04 2.395e-04 0.868 0.385951
## PC310 2.459e-04 2.247e-04 1.094 0.274738
## PC311 5.820e-06 2.123e-04 0.027 0.978146
## PC312 -4.943e-05 2.345e-04 -0.211 0.833201
## PC313 9.735e-05 2.296e-04 0.424 0.671819
## PC314 2.067e-04 2.348e-04 0.880 0.379372
## PC315 -1.673e-04 2.238e-04 -0.747 0.455371
## PC316 -5.100e-04 2.435e-04 -2.094 0.037060 *
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## PC318 2.294e-04 2.379e-04 0.964 0.335710
## PC319 -2.198e-04 2.199e-04 -1.000 0.318347
## PC320 -3.120e-04 2.121e-04 -1.471 0.142360
## PC321 6.123e-04 2.120e-04 2.888 0.004151 **
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## PC323 4.953e-05 2.209e-04 0.224 0.822693
## PC324 2.194e-04 2.370e-04 0.926 0.355313
## PC325 -3.591e-04 2.172e-04 -1.653 0.099349 .
## PC326 -3.514e-04 2.136e-04 -1.645 0.101056
## PC327 -9.905e-05 2.342e-04 -0.423 0.672614
## PC328 8.335e-05 2.329e-04 0.358 0.720690
## PC329 2.748e-04 1.995e-04 1.377 0.169381
## PC330 -9.625e-05 2.339e-04 -0.412 0.680972
## PC331 5.066e-05 2.191e-04 0.231 0.817324
## PC332 -2.221e-04 2.255e-04 -0.985 0.325514
## PC333 9.052e-05 2.418e-04 0.374 0.708434
## PC334 -2.313e-04 2.328e-04 -0.994 0.321074
## PC335 3.017e-05 2.145e-04 0.141 0.888207
## PC336 -5.864e-04 2.152e-04 -2.725 0.006805 **
## PC337 4.043e-05 2.349e-04 0.172 0.863494
## PC338 6.353e-05 2.180e-04 0.291 0.770970
## PC339 2.072e-04 2.357e-04 0.879 0.380086
## PC340 2.627e-04 2.175e-04 1.208 0.228159
## PC341 3.487e-04 2.300e-04 1.516 0.130549
## PC342 2.506e-04 2.228e-04 1.124 0.261751
## PC343 3.017e-04 2.028e-04 1.488 0.137817
## PC344 6.682e-05 2.372e-04 0.282 0.778317
## PC345 3.182e-04 2.199e-04 1.447 0.148975
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## PC348 -2.254e-04 2.071e-04 -1.088 0.277341
## PC349 -4.147e-04 2.273e-04 -1.825 0.069036 .
## PC350 -6.387e-05 2.198e-04 -0.291 0.771590
## PC351 2.337e-05 2.437e-04 0.096 0.923657
## PC352 -1.317e-04 2.182e-04 -0.604 0.546501
## PC353 -2.536e-04 2.226e-04 -1.139 0.255543
## PC354 3.583e-04 2.099e-04 1.707 0.088798 .
## PC355 -9.157e-05 2.203e-04 -0.416 0.677968
## PC356 -4.323e-05 2.176e-04 -0.199 0.842651
## PC357 5.976e-04 2.196e-04 2.722 0.006871 **
## PC358 3.917e-04 2.329e-04 1.682 0.093659 .
## PC359 7.150e-05 2.243e-04 0.319 0.750072
## PC360 6.984e-06 2.316e-04 0.030 0.975968
## PC361 -4.513e-04 2.223e-04 -2.030 0.043196 *
## PC362 2.257e-04 2.335e-04 0.967 0.334533
## PC363 5.084e-04 2.197e-04 2.313 0.021366 *
## PC364 1.603e-04 2.106e-04 0.761 0.447167
## PC365 4.772e-04 2.309e-04 2.066 0.039648 *
## PC366 -2.216e-04 2.344e-04 -0.945 0.345205
## PC367 1.150e-04 2.100e-04 0.548 0.584247
## PC368 2.588e-04 2.249e-04 1.151 0.250785
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## PC372 2.339e-04 2.199e-04 1.064 0.288275
## PC373 -4.307e-04 2.231e-04 -1.931 0.054453 .
## PC374 -2.085e-04 2.229e-04 -0.935 0.350474
## PC375 8.034e-05 2.340e-04 0.343 0.731562
## PC376 2.354e-04 2.199e-04 1.070 0.285280
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## PC378 3.077e-05 2.200e-04 0.140 0.888864
## PC379 4.982e-04 2.275e-04 2.190 0.029293 *
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## PC381 2.432e-04 2.254e-04 1.079 0.281536
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## PC385 -1.074e-04 2.281e-04 -0.471 0.637961
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## PC387 1.470e-04 2.228e-04 0.660 0.509972
## PC388 -7.096e-04 2.313e-04 -3.068 0.002346 **
## PC389 2.719e-04 2.231e-04 1.219 0.223899
## PC390 5.367e-05 2.249e-04 0.239 0.811530
## PC391 -1.040e-04 2.257e-04 -0.461 0.645237
## PC392 1.905e-04 2.345e-04 0.812 0.417195
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## PC395 4.935e-04 2.410e-04 2.047 0.041500 *
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## PC410 -3.471e-04 2.102e-04 -1.651 0.099678 .
## PC411 5.251e-05 2.315e-04 0.227 0.820681
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## PC413 -1.780e-04 2.352e-04 -0.757 0.449907
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## PC419 1.419e-04 2.235e-04 0.635 0.525880
## PC420 -4.465e-04 2.285e-04 -1.954 0.051603 .
## PC421 6.342e-05 2.139e-04 0.296 0.767101
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## PC423 1.168e-04 2.241e-04 0.521 0.602469
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## PC432 1.101e-04 2.306e-04 0.477 0.633548
## PC433 5.755e-05 2.237e-04 0.257 0.797156
## PC434 -4.432e-04 2.210e-04 -2.006 0.045797 *
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## PC440 1.356e-04 2.312e-04 0.587 0.557892
## PC441 -5.736e-04 2.212e-04 -2.593 0.009967 **
## PC442 -7.680e-04 2.480e-04 -3.096 0.002144 **
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## PC444 3.378e-05 2.236e-04 0.151 0.879988
## PC445 -7.031e-04 2.283e-04 -3.079 0.002264 **
## PC446 -1.692e-04 2.283e-04 -0.741 0.459192
## PC447 -5.368e-04 2.245e-04 -2.391 0.017401 *
## PC448 -4.654e-04 2.356e-04 -1.976 0.049087 *
## PC449 3.208e-04 2.437e-04 1.317 0.188991
## PC450 2.405e-04 2.154e-04 1.117 0.264938
## PC451 1.737e-04 2.290e-04 0.759 0.448654
## PC452 -4.214e-04 2.384e-04 -1.768 0.078098 .
## PC453 3.461e-04 2.196e-04 1.576 0.116042
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## PC455 1.524e-04 2.286e-04 0.667 0.505531
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## PC458 1.624e-04 2.282e-04 0.711 0.477322
## PC459 9.612e-05 2.085e-04 0.461 0.645053
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## PC462 1.189e-04 2.162e-04 0.550 0.582666
## PC463 2.623e-06 2.179e-04 0.012 0.990403
## PC464 4.985e-04 2.225e-04 2.240 0.025798 *
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## PC467 2.256e-04 2.410e-04 0.936 0.349957
## PC468 -4.951e-04 2.393e-04 -2.069 0.039369 *
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## PC471 1.913e-04 2.262e-04 0.846 0.398166
## PC472 -8.380e-04 2.402e-04 -3.489 0.000557 ***
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## PC475 9.118e-05 2.158e-04 0.423 0.672877
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## PC477 -3.640e-04 2.123e-04 -1.714 0.087463 .
## PC478 1.437e-04 2.357e-04 0.610 0.542459
## PC479 4.193e-04 2.153e-04 1.947 0.052415 .
## PC480 -5.806e-04 2.117e-04 -2.743 0.006452 **
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## PC486 2.584e-04 2.179e-04 1.186 0.236545
## PC487 -5.434e-04 2.156e-04 -2.520 0.012248 *
## PC488 -1.414e-05 2.257e-04 -0.063 0.950098
## PC489 1.494e-04 2.263e-04 0.660 0.509590
## PC490 8.917e-05 2.437e-04 0.366 0.714700
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## PC492 3.191e-04 2.130e-04 1.498 0.135236
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## PC494 4.927e-05 2.312e-04 0.213 0.831388
## PC495 6.169e-04 2.263e-04 2.726 0.006782 **
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## PC499 4.497e-04 2.326e-04 1.933 0.054141 .
## PC500 4.372e-04 2.296e-04 1.904 0.057817 .
## PC501 1.516e-04 2.126e-04 0.713 0.476265
## PC502 -4.440e-04 2.196e-04 -2.022 0.044010 *
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## PC504 3.292e-04 2.343e-04 1.405 0.161028
## PC505 2.730e-04 2.257e-04 1.210 0.227404
## PC506 -2.362e-05 2.335e-04 -0.101 0.919514
## PC507 4.342e-04 2.384e-04 1.821 0.069582 .
## PC508 6.366e-06 2.354e-04 0.027 0.978443
## PC509 -5.599e-04 2.271e-04 -2.465 0.014261 *
## PC510 -2.780e-04 2.306e-04 -1.205 0.229071
## PC511 -5.073e-04 2.094e-04 -2.423 0.015990 *
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## PC513 -1.009e-04 2.215e-04 -0.456 0.648932
## PC514 1.236e-04 2.163e-04 0.571 0.568134
## PC515 1.564e-04 2.367e-04 0.661 0.509095
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## PC519 -6.348e-05 2.209e-04 -0.287 0.774015
## PC520 4.910e-04 2.190e-04 2.242 0.025659 *
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## PC522 1.773e-04 2.227e-04 0.796 0.426558
## PC523 -1.589e-04 2.290e-04 -0.694 0.488282
## PC524 -5.352e-04 2.118e-04 -2.527 0.012011 *
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## PC526 1.571e-04 2.250e-04 0.698 0.485455
## PC527 5.848e-04 2.155e-04 2.714 0.007023 **
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## PC529 7.753e-05 2.259e-04 0.343 0.731678
## PC530 -1.847e-04 2.215e-04 -0.834 0.404989
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## PC537 -3.859e-04 2.316e-04 -1.666 0.096728 .
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## PC543 -6.750e-04 2.245e-04 -3.007 0.002859 **
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## PC547 3.995e-04 2.357e-04 1.695 0.091175 .
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## PC552 4.134e-04 2.425e-04 1.704 0.089337 .
## PC553 -5.301e-04 2.393e-04 -2.215 0.027478 *
## PC554 -7.765e-04 2.279e-04 -3.407 0.000745 ***
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## PC567 7.006e-04 2.473e-04 2.833 0.004925 **
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## PC602 -4.379e-04 2.430e-04 -1.802 0.072519 .
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## PC622 -5.329e-04 2.209e-04 -2.412 0.016440 *
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## PC637 4.443e-04 2.354e-04 1.888 0.060001 .
## PC638 6.489e-04 2.249e-04 2.885 0.004198 **
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## PC640 -8.884e-04 2.225e-04 -3.993 8.19e-05 ***
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## PC643 1.589e-04 2.171e-04 0.732 0.464805
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## PC649 -3.724e-04 2.266e-04 -1.643 0.101348
## PC650 -1.451e-04 2.302e-04 -0.630 0.529014
## PC651 2.927e-04 2.285e-04 1.281 0.201147
## PC652 -8.178e-04 2.262e-04 -3.615 0.000351 ***
## PC653 -5.747e-04 2.190e-04 -2.625 0.009105 **
## PC654 3.813e-04 2.268e-04 1.681 0.093808 .
## PC655 -4.863e-05 2.334e-04 -0.208 0.835116
## PC656 1.206e-04 2.260e-04 0.533 0.594170
## PC657 -6.622e-04 2.445e-04 -2.708 0.007155 **
## PC658 6.328e-05 2.169e-04 0.292 0.770671
## PC659 -3.729e-04 2.424e-04 -1.538 0.125066
## PC660 1.719e-04 2.188e-04 0.785 0.432800
## PC661 -3.993e-05 2.244e-04 -0.178 0.858899
## PC662 -4.204e-04 2.243e-04 -1.874 0.061845 .
## PC663 -9.191e-05 2.405e-04 -0.382 0.702572
## PC664 1.073e-04 2.153e-04 0.498 0.618689
## PC665 4.469e-04 2.224e-04 2.009 0.045371 *
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## PC667 -2.652e-04 2.352e-04 -1.128 0.260389
## PC668 6.018e-06 2.181e-04 0.028 0.978007
## PC669 -3.879e-04 2.243e-04 -1.730 0.084729 .
## PC670 -9.280e-05 2.549e-04 -0.364 0.716014
## PC671 7.814e-05 2.434e-04 0.321 0.748367
## PC672 2.007e-04 2.279e-04 0.881 0.379271
## PC673 1.359e-04 2.344e-04 0.580 0.562428
## PC674 2.855e-04 2.318e-04 1.231 0.219104
## PC675 1.645e-04 2.424e-04 0.678 0.498020
## PC676 -5.353e-05 2.364e-04 -0.226 0.821037
## PC677 -4.876e-07 2.287e-04 -0.002 0.998300
## PC678 -5.281e-04 2.292e-04 -2.304 0.021917 *
## PC679 2.613e-04 2.287e-04 1.142 0.254233
## PC680 2.008e-04 2.278e-04 0.882 0.378588
## PC681 -9.971e-05 2.222e-04 -0.449 0.653916
## PC682 -8.534e-05 2.133e-04 -0.400 0.689318
## PC683 1.758e-04 2.492e-04 0.705 0.481050
## PC684 1.309e-04 2.235e-04 0.586 0.558477
## PC685 1.473e-04 2.324e-04 0.634 0.526838
## PC686 -3.706e-04 2.245e-04 -1.651 0.099855 .
## PC687 -5.716e-04 2.470e-04 -2.314 0.021346 *
## PC688 -8.176e-05 2.550e-04 -0.321 0.748716
## PC689 2.573e-04 2.272e-04 1.132 0.258361
## PC690 1.167e-05 2.518e-04 0.046 0.963084
## PC691 -6.904e-05 2.270e-04 -0.304 0.761226
## PC692 2.607e-04 2.176e-04 1.198 0.231745
## PC693 2.917e-04 2.235e-04 1.306 0.192692
## PC694 -3.556e-04 2.308e-04 -1.541 0.124425
## PC695 -6.825e-04 2.426e-04 -2.813 0.005224 **
## PC696 -2.630e-04 2.296e-04 -1.145 0.252985
## PC697 7.378e-04 2.364e-04 3.121 0.001973 **
## PC698 8.066e-05 2.463e-04 0.327 0.743516
## PC699 4.745e-04 2.171e-04 2.186 0.029610 *
## PC700 -1.199e-04 2.312e-04 -0.519 0.604280
## PC701 -3.390e-04 2.261e-04 -1.499 0.134862
## PC702 1.430e-04 2.371e-04 0.603 0.546988
## PC703 -3.151e-04 2.295e-04 -1.373 0.170754
## PC704 -3.590e-04 2.371e-04 -1.514 0.131085
## PC705 2.678e-05 2.244e-04 0.119 0.905052
## PC706 6.577e-05 2.606e-04 0.252 0.800927
## PC707 -6.428e-05 2.523e-04 -0.255 0.799087
## PC708 -1.438e-04 2.235e-04 -0.644 0.520344
## PC709 -4.448e-04 2.403e-04 -1.851 0.065178 .
## PC710 7.432e-05 2.315e-04 0.321 0.748445
## PC711 5.683e-05 2.459e-04 0.231 0.817352
## PC712 -2.463e-04 2.405e-04 -1.024 0.306472
## PC713 -8.896e-05 2.365e-04 -0.376 0.707049
## PC714 -5.568e-04 2.208e-04 -2.522 0.012198 *
## PC715 3.286e-04 2.318e-04 1.418 0.157258
## PC716 -2.804e-04 2.329e-04 -1.204 0.229473
## PC717 -1.331e-04 2.321e-04 -0.573 0.566889
## PC718 8.389e-05 2.302e-04 0.364 0.715816
## PC719 -1.797e-04 2.353e-04 -0.764 0.445486
## PC720 -4.277e-04 2.383e-04 -1.795 0.073730 .
## PC721 9.663e-05 2.342e-04 0.413 0.680175
## PC722 -2.647e-04 2.637e-04 -1.004 0.316300
## PC723 1.965e-04 2.361e-04 0.832 0.405835
## PC724 2.641e-04 2.338e-04 1.129 0.259618
## PC725 3.217e-04 2.263e-04 1.422 0.156158
## PC726 -5.575e-04 2.467e-04 -2.260 0.024545 *
## PC727 -5.840e-05 2.342e-04 -0.249 0.803216
## PC728 -4.651e-04 2.357e-04 -1.973 0.049399 *
## PC729 -1.538e-04 2.327e-04 -0.661 0.509119
## PC730 -2.096e-04 2.411e-04 -0.869 0.385349
## PC731 1.238e-04 2.462e-04 0.503 0.615459
## PC732 -3.173e-04 2.110e-04 -1.503 0.133798
## PC733 5.917e-04 2.323e-04 2.547 0.011374 *
## PC734 -4.251e-04 2.370e-04 -1.794 0.073828 .
## PC735 -2.366e-04 2.322e-04 -1.019 0.309031
## PC736 -1.601e-04 2.342e-04 -0.683 0.494832
## PC737 7.538e-04 2.351e-04 3.207 0.001486 **
## PC738 5.037e-04 2.364e-04 2.131 0.033921 *
## PC739 1.969e-04 2.529e-04 0.779 0.436818
## PC740 4.442e-04 2.369e-04 1.875 0.061689 .
## PC741 -4.947e-04 2.317e-04 -2.135 0.033591 *
## PC742 9.347e-05 2.348e-04 0.398 0.690847
## PC743 -8.562e-05 2.322e-04 -0.369 0.712521
## PC744 -1.676e-04 2.340e-04 -0.716 0.474307
## PC745 -1.581e-04 2.301e-04 -0.687 0.492554
## PC746 -1.502e-04 2.388e-04 -0.629 0.529654
## PC747 5.492e-05 2.552e-04 0.215 0.829767
## PC748 -7.943e-05 2.332e-04 -0.341 0.733631
## PC749 1.797e-04 2.424e-04 0.741 0.458982
## PC750 4.961e-05 2.289e-04 0.217 0.828608
## PC751 6.220e-04 2.328e-04 2.672 0.007944 **
## PC752 2.402e-04 2.288e-04 1.050 0.294629
## PC753 -2.946e-04 2.470e-04 -1.193 0.233830
## PC754 -1.607e-04 2.327e-04 -0.690 0.490467
## PC755 3.113e-04 2.400e-04 1.297 0.195553
## PC756 -4.005e-06 2.512e-04 -0.016 0.987288
## PC757 -3.913e-05 2.386e-04 -0.164 0.869848
## PC758 -5.860e-05 2.342e-04 -0.250 0.802576
## PC759 -5.137e-04 2.324e-04 -2.210 0.027864 *
## PC760 -5.992e-05 2.152e-04 -0.278 0.780854
## PC761 -2.231e-04 2.447e-04 -0.912 0.362659
## PC762 -5.190e-04 2.258e-04 -2.298 0.022215 *
## PC763 -4.551e-04 2.359e-04 -1.929 0.054619 .
## PC764 -2.327e-04 2.339e-04 -0.995 0.320537
## PC765 4.077e-05 2.211e-04 0.184 0.853841
## PC766 4.795e-04 2.211e-04 2.168 0.030910 *
## PC767 2.637e-04 2.310e-04 1.142 0.254420
## PC768 -4.645e-05 2.538e-04 -0.183 0.854914
## PC769 8.765e-05 2.320e-04 0.378 0.705896
## PC770 7.178e-04 2.261e-04 3.175 0.001652 **
## PC771 4.458e-05 2.506e-04 0.178 0.858941
## PC772 -3.754e-04 2.249e-04 -1.669 0.096157 .
## PC773 6.457e-05 2.256e-04 0.286 0.774955
## PC774 3.914e-04 2.319e-04 1.688 0.092499 .
## PC775 -3.167e-04 2.278e-04 -1.391 0.165384
## PC776 -5.416e-05 2.276e-04 -0.238 0.812050
## PC777 4.809e-04 2.350e-04 2.047 0.041560 *
## PC778 -4.868e-04 2.471e-04 -1.970 0.049700 *
## PC779 -9.062e-05 2.346e-04 -0.386 0.699519
## PC780 1.782e-04 2.344e-04 0.760 0.447735
## PC781 2.942e-04 2.359e-04 1.247 0.213347
## PC782 2.873e-04 2.320e-04 1.239 0.216449
## PC783 1.200e-04 2.329e-04 0.515 0.606675
## PC784 -2.958e-04 2.356e-04 -1.255 0.210303
## PC785 2.175e-04 2.341e-04 0.929 0.353532
## PC786 2.011e-04 2.340e-04 0.859 0.390959
## PC787 -7.210e-05 2.343e-04 -0.308 0.758483
## PC788 3.850e-04 2.225e-04 1.731 0.084538 .
## PC789 -6.388e-04 2.292e-04 -2.788 0.005643 **
## PC790 1.203e-04 2.545e-04 0.473 0.636849
## PC791 -5.358e-04 2.502e-04 -2.141 0.033035 *
## PC792 3.979e-04 2.379e-04 1.672 0.095464 .
## PC793 -1.969e-06 2.486e-04 -0.008 0.993685
## PC794 1.617e-04 2.291e-04 0.706 0.481034
## PC795 -2.138e-04 2.253e-04 -0.949 0.343395
## PC796 -3.484e-04 2.486e-04 -1.402 0.162076
## PC797 -5.696e-04 2.481e-04 -2.296 0.022357 *
## PC798 -2.062e-05 2.302e-04 -0.090 0.928691
## PC799 4.699e-04 2.414e-04 1.947 0.052488 .
## PC800 -1.844e-04 2.276e-04 -0.810 0.418428
## PC801 2.026e-04 2.538e-04 0.798 0.425352
## PC802 5.032e-04 2.251e-04 2.235 0.026124 *
## PC803 -2.174e-04 2.375e-04 -0.916 0.360640
## PC804 3.825e-04 2.270e-04 1.685 0.093077 .
## PC805 -2.464e-04 2.407e-04 -1.024 0.306717
## PC806 2.808e-04 2.468e-04 1.138 0.256111
## PC807 -1.054e-04 2.351e-04 -0.448 0.654201
## PC808 3.444e-04 2.337e-04 1.474 0.141553
## PC809 -3.084e-04 2.275e-04 -1.356 0.176116
## PC810 -2.744e-04 2.337e-04 -1.174 0.241295
## PC811 -2.433e-04 2.365e-04 -1.029 0.304376
## PC812 -4.075e-04 2.328e-04 -1.750 0.081046 .
## PC813 -2.298e-06 2.284e-04 -0.010 0.991979
## PC814 -2.979e-04 2.261e-04 -1.318 0.188520
## PC815 3.282e-04 2.137e-04 1.536 0.125661
## PC816 -2.177e-05 2.226e-04 -0.098 0.922148
## PC817 5.043e-05 2.428e-04 0.208 0.835616
## PC818 -8.341e-04 2.217e-04 -3.763 0.000202 ***
## PC819 -2.096e-04 2.170e-04 -0.966 0.335027
## PC820 5.283e-05 2.360e-04 0.224 0.823051
## PC821 3.147e-04 2.315e-04 1.360 0.174969
## PC822 -2.039e-04 2.270e-04 -0.898 0.369779
## PC823 -4.850e-04 2.307e-04 -2.102 0.036359 *
## PC824 5.009e-04 2.435e-04 2.057 0.040530 *
## PC825 -3.137e-05 2.203e-04 -0.142 0.886842
## PC826 -6.325e-05 2.238e-04 -0.283 0.777655
## PC827 -2.094e-05 2.480e-04 -0.084 0.932782
## PC828 -1.251e-04 2.411e-04 -0.519 0.604203
## PC829 -3.805e-04 2.281e-04 -1.668 0.096332 .
## PC830 4.824e-04 2.276e-04 2.120 0.034845 *
## PC831 -2.946e-04 2.412e-04 -1.221 0.222867
## PC832 1.445e-04 2.383e-04 0.607 0.544583
## PC833 -1.398e-04 2.343e-04 -0.596 0.551350
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## PC836 -1.108e-04 2.438e-04 -0.455 0.649708
## PC837 3.242e-04 2.392e-04 1.356 0.176265
## PC838 -1.399e-04 2.347e-04 -0.596 0.551632
## PC839 8.946e-05 2.343e-04 0.382 0.702852
## PC840 2.097e-04 2.382e-04 0.880 0.379529
## PC841 -5.603e-04 2.306e-04 -2.430 0.015685 *
## PC842 1.341e-04 2.133e-04 0.628 0.530173
## PC843 -8.703e-06 2.608e-04 -0.033 0.973397
## PC844 -6.016e-05 2.402e-04 -0.250 0.802392
## PC845 -2.847e-04 2.557e-04 -1.113 0.266423
## PC846 -1.267e-04 2.608e-04 -0.486 0.627475
## PC847 5.510e-04 2.276e-04 2.422 0.016043 *
## PC848 9.075e-05 2.467e-04 0.368 0.713261
## PC849 6.368e-04 2.281e-04 2.792 0.005578 **
## PC850 3.988e-04 2.389e-04 1.669 0.096155 .
## PC851 2.935e-04 2.393e-04 1.226 0.220969
## PC852 3.445e-04 2.426e-04 1.420 0.156595
## PC853 -3.346e-04 2.369e-04 -1.412 0.158869
## PC854 -8.573e-05 2.180e-04 -0.393 0.694342
## PC855 4.356e-05 2.405e-04 0.181 0.856406
## PC856 -2.359e-04 2.380e-04 -0.991 0.322376
## PC857 5.147e-04 2.357e-04 2.184 0.029738 *
## PC858 2.506e-04 2.173e-04 1.153 0.249706
## PC859 -2.881e-04 2.506e-04 -1.150 0.251089
## PC860 1.011e-04 2.531e-04 0.399 0.689958
## PC861 1.789e-04 2.281e-04 0.784 0.433606
## PC862 3.204e-04 2.263e-04 1.416 0.157917
## PC863 5.939e-05 2.154e-04 0.276 0.782922
## PC864 4.251e-04 2.425e-04 1.753 0.080601 .
## PC865 3.613e-04 2.415e-04 1.496 0.135614
## PC866 8.705e-05 2.359e-04 0.369 0.712363
## PC867 2.367e-04 2.157e-04 1.098 0.273284
## PC868 2.442e-04 2.334e-04 1.046 0.296262
## PC869 -9.368e-05 2.387e-04 -0.393 0.694957
## PC870 2.447e-04 2.398e-04 1.020 0.308380
## PC871 -5.476e-05 2.389e-04 -0.229 0.818855
## PC872 -2.350e-05 2.398e-04 -0.098 0.922011
## PC873 3.120e-04 2.386e-04 1.308 0.191965
## PC874 -1.575e-04 2.344e-04 -0.672 0.502134
## PC875 4.514e-04 2.402e-04 1.879 0.061205 .
## PC876 4.725e-04 2.283e-04 2.070 0.039307 *
## PC877 6.753e-05 2.126e-04 0.318 0.750920
## PC878 -1.745e-04 2.355e-04 -0.741 0.459389
## PC879 -5.595e-04 2.372e-04 -2.359 0.018973 *
## PC880 -2.906e-04 2.328e-04 -1.248 0.212897
## PC881 4.355e-04 2.451e-04 1.777 0.076584 .
## PC882 9.325e-05 2.425e-04 0.385 0.700872
## PC883 2.436e-04 2.447e-04 0.995 0.320359
## PC884 -2.208e-04 2.409e-04 -0.917 0.360087
## PC885 2.763e-04 2.532e-04 1.091 0.276173
## PC886 6.889e-04 2.204e-04 3.126 0.001941 **
## PC887 3.700e-05 2.407e-04 0.154 0.877943
## PC888 -1.765e-04 2.416e-04 -0.731 0.465575
## PC889 -3.148e-05 2.403e-04 -0.131 0.895870
## PC890 -1.506e-04 2.468e-04 -0.610 0.542078
## PC891 5.092e-04 2.438e-04 2.089 0.037541 *
## PC892 -2.722e-04 2.458e-04 -1.108 0.268933
## PC893 -3.499e-04 2.183e-04 -1.603 0.109964
## PC894 -2.452e-04 2.451e-04 -1.000 0.317987
## PC895 1.880e-04 2.449e-04 0.768 0.443318
## PC896 2.881e-04 2.444e-04 1.179 0.239408
## PC897 2.372e-04 2.379e-04 0.997 0.319422
## PC898 -2.077e-05 2.338e-04 -0.089 0.929288
## PC899 -8.064e-05 2.279e-04 -0.354 0.723718
## PC900 8.227e-05 2.303e-04 0.357 0.721140
## PC901 1.017e-04 2.266e-04 0.449 0.653747
## PC902 4.595e-06 2.297e-04 0.020 0.984053
## PC903 1.765e-04 2.494e-04 0.708 0.479714
## PC904 -4.397e-04 2.280e-04 -1.929 0.054727 .
## PC905 1.404e-04 2.389e-04 0.588 0.557242
## PC906 -1.186e-04 2.469e-04 -0.480 0.631266
## PC907 2.501e-04 2.374e-04 1.053 0.293020
## PC908 -2.268e-04 2.418e-04 -0.938 0.348862
## PC909 -5.157e-04 2.458e-04 -2.098 0.036744 *
## PC910 4.421e-04 2.499e-04 1.769 0.077893 .
## PC911 2.330e-04 2.343e-04 0.994 0.320823
## PC912 -8.897e-05 2.280e-04 -0.390 0.696639
## PC913 -3.300e-04 2.358e-04 -1.399 0.162704
## PC914 1.880e-04 2.463e-04 0.763 0.445898
## PC915 6.654e-05 2.191e-04 0.304 0.761566
## PC916 -2.049e-05 2.491e-04 -0.082 0.934496
## PC917 1.113e-04 2.419e-04 0.460 0.645807
## PC918 6.373e-04 2.120e-04 3.006 0.002865 **
## PC919 -1.875e-04 2.324e-04 -0.807 0.420263
## PC920 5.264e-05 2.379e-04 0.221 0.825050
## PC921 1.900e-05 2.293e-04 0.083 0.934017
## PC922 -2.184e-04 2.618e-04 -0.834 0.404664
## PC923 8.068e-04 2.445e-04 3.300 0.001083 **
## PC924 -2.796e-04 2.489e-04 -1.124 0.262109
## PC925 2.387e-04 2.367e-04 1.008 0.314096
## PC926 -3.575e-04 2.427e-04 -1.473 0.141790
## PC927 -2.187e-04 2.248e-04 -0.973 0.331531
## PC928 -3.024e-04 2.263e-04 -1.337 0.182352
## PC929 -4.366e-04 2.249e-04 -1.941 0.053159 .
## PC930 -3.362e-04 2.496e-04 -1.347 0.179009
## PC931 -4.798e-04 2.257e-04 -2.126 0.034325 *
## PC932 -2.754e-05 2.293e-04 -0.120 0.904478
## PC933 -2.686e-04 2.309e-04 -1.163 0.245718
## PC934 3.669e-04 2.394e-04 1.533 0.126321
## PC935 -4.164e-04 2.280e-04 -1.826 0.068810 .
## PC936 1.995e-05 2.329e-04 0.086 0.931798
## PC937 -8.703e-05 2.338e-04 -0.372 0.709968
## PC938 -2.881e-06 2.434e-04 -0.012 0.990564
## PC939 -5.987e-04 2.229e-04 -2.686 0.007626 **
## PC940 -2.451e-04 2.469e-04 -0.993 0.321574
## PC941 -9.508e-05 2.470e-04 -0.385 0.700586
## PC942 -7.316e-04 2.317e-04 -3.158 0.001748 **
## PC943 -2.474e-05 2.316e-04 -0.107 0.915002
## PC944 -1.539e-04 2.383e-04 -0.646 0.518996
## PC945 -2.323e-04 2.286e-04 -1.016 0.310276
## PC946 3.498e-04 2.307e-04 1.516 0.130529
## PC947 -9.410e-04 2.359e-04 -3.989 8.33e-05 ***
## PC948 1.747e-05 2.303e-04 0.076 0.939567
## PC949 2.360e-05 2.330e-04 0.101 0.919404
## PC950 -5.621e-05 2.301e-04 -0.244 0.807156
## PC951 1.251e-04 2.546e-04 0.491 0.623504
## PC952 -1.078e-04 2.415e-04 -0.446 0.655609
## PC953 3.391e-05 2.431e-04 0.139 0.889168
## PC954 -4.349e-04 2.281e-04 -1.907 0.057461 .
## PC955 2.618e-04 2.336e-04 1.121 0.263239
## PC956 -4.336e-05 2.370e-04 -0.183 0.854934
## PC957 2.217e-04 2.265e-04 0.979 0.328514
## PC958 -2.446e-04 2.538e-04 -0.964 0.335939
## PC959 3.931e-04 2.325e-04 1.691 0.091862 .
## PC960 3.675e-04 2.495e-04 1.473 0.141734
## PC961 2.493e-05 2.288e-04 0.109 0.913303
## PC962 -8.421e-05 2.359e-04 -0.357 0.721356
## PC963 1.819e-04 2.464e-04 0.738 0.460993
## PC964 6.085e-05 2.478e-04 0.246 0.806154
## PC965 4.382e-04 2.229e-04 1.966 0.050158 .
## PC966 -2.538e-04 2.292e-04 -1.107 0.269006
## PC967 -4.781e-05 2.420e-04 -0.198 0.843474
## PC968 -4.627e-04 2.345e-04 -1.973 0.049410 *
## PC969 -2.411e-04 2.280e-04 -1.057 0.291249
## PC970 4.082e-04 2.372e-04 1.721 0.086240 .
## PC971 2.044e-04 2.539e-04 0.805 0.421448
## PC972 -9.179e-05 2.228e-04 -0.412 0.680698
## PC973 5.971e-05 2.406e-04 0.248 0.804185
## PC974 3.094e-04 2.309e-04 1.340 0.181281
## PC975 3.930e-05 2.377e-04 0.165 0.868785
## PC976 -2.916e-05 2.402e-04 -0.121 0.903434
## PC977 2.191e-05 2.303e-04 0.095 0.924260
## PC978 2.401e-04 2.524e-04 0.951 0.342335
## PC979 -8.336e-05 2.536e-04 -0.329 0.742629
## PC980 9.392e-04 2.331e-04 4.028 7.10e-05 ***
## PC981 1.719e-04 2.386e-04 0.720 0.471804
## PC982 4.890e-05 2.380e-04 0.205 0.837369
## PC983 8.541e-05 2.128e-04 0.401 0.688374
## PC984 1.865e-04 2.382e-04 0.783 0.434293
## PC985 -3.623e-04 2.389e-04 -1.516 0.130517
## PC986 -2.602e-04 2.241e-04 -1.161 0.246415
## PC987 2.373e-04 2.481e-04 0.956 0.339729
## PC988 -3.478e-04 2.426e-04 -1.434 0.152636
## PC989 9.525e-05 2.451e-04 0.389 0.697779
## PC990 1.573e-04 2.350e-04 0.669 0.503867
## PC991 1.431e-04 2.387e-04 0.599 0.549320
## PC992 1.331e-04 2.508e-04 0.531 0.595946
## PC993 2.275e-04 2.398e-04 0.949 0.343504
## PC994 3.675e-04 2.371e-04 1.550 0.122158
## PC995 -1.464e-04 2.354e-04 -0.622 0.534346
## PC996 1.824e-04 2.393e-04 0.762 0.446524
## PC997 1.797e-04 2.560e-04 0.702 0.483231
## PC998 -2.453e-04 2.290e-04 -1.071 0.284861
## PC999 -5.184e-04 2.396e-04 -2.163 0.031286 *
## PC1000 3.076e-05 2.331e-04 0.132 0.895118
## PC1001 -1.416e-04 2.336e-04 -0.606 0.544817
## PC1002 -1.011e-03 2.330e-04 -4.337 1.97e-05 ***
## PC1003 4.077e-05 2.497e-04 0.163 0.870438
## PC1004 -1.949e-04 2.705e-04 -0.720 0.471794
## PC1005 -6.336e-04 2.607e-04 -2.431 0.015651 *
## PC1006 7.491e-05 2.394e-04 0.313 0.754596
## PC1007 -1.251e-04 2.327e-04 -0.538 0.591094
## PC1008 1.156e-04 2.335e-04 0.495 0.621087
## PC1009 -3.759e-04 2.341e-04 -1.606 0.109416
## PC1010 2.539e-04 2.486e-04 1.021 0.307953
## PC1011 -2.477e-04 2.395e-04 -1.034 0.301729
## PC1012 7.723e-05 2.328e-04 0.332 0.740304
## PC1013 -2.484e-04 2.291e-04 -1.084 0.279011
## PC1014 -2.610e-04 2.406e-04 -1.085 0.278864
## PC1015 -1.523e-04 2.377e-04 -0.641 0.522036
## PC1016 -7.252e-04 2.250e-04 -3.223 0.001406 **
## PC1017 3.327e-04 2.390e-04 1.392 0.164956
## PC1018 4.602e-04 2.497e-04 1.843 0.066272 .
## PC1019 -1.934e-06 2.307e-04 -0.008 0.993316
## PC1020 -5.208e-04 2.291e-04 -2.273 0.023738 *
## PC1021 -1.034e-04 2.446e-04 -0.423 0.672621
## PC1022 -3.116e-04 2.309e-04 -1.350 0.178125
## PC1023 -6.262e-05 2.378e-04 -0.263 0.792509
## PC1024 6.335e-05 2.460e-04 0.258 0.796942
## PC1025 -4.223e-04 2.341e-04 -1.804 0.072187 .
## PC1026 2.173e-04 2.221e-04 0.978 0.328706
## PC1027 7.410e-04 2.331e-04 3.179 0.001631 **
## PC1028 -1.384e-04 2.320e-04 -0.597 0.551256
## PC1029 -3.725e-04 2.394e-04 -1.556 0.120698
## PC1030 4.892e-04 2.363e-04 2.070 0.039293 *
## PC1031 -2.752e-04 2.398e-04 -1.148 0.251906
## PC1032 -2.976e-04 2.582e-04 -1.152 0.250061
## PC1033 -8.914e-05 2.356e-04 -0.378 0.705476
## PC1034 -4.021e-05 2.364e-04 -0.170 0.865038
## PC1035 -1.951e-04 2.437e-04 -0.801 0.423954
## PC1036 5.677e-04 2.336e-04 2.431 0.015654 *
## PC1037 8.399e-05 2.466e-04 0.341 0.733637
## PC1038 -3.994e-04 2.373e-04 -1.683 0.093336 .
## PC1039 3.428e-04 2.433e-04 1.409 0.159794
## PC1040 -4.247e-04 2.424e-04 -1.752 0.080766 .
## PC1041 -5.991e-04 2.496e-04 -2.400 0.016981 *
## PC1042 -4.201e-04 2.417e-04 -1.738 0.083184 .
## PC1043 5.797e-04 2.348e-04 2.469 0.014110 *
## PC1044 -5.490e-04 2.217e-04 -2.477 0.013793 *
## PC1045 -3.583e-04 2.457e-04 -1.458 0.145796
## PC1046 5.631e-04 2.526e-04 2.229 0.026544 *
## PC1047 -5.466e-05 2.366e-04 -0.231 0.817467
## PC1048 -1.522e-04 2.245e-04 -0.678 0.498502
## PC1049 1.737e-04 2.458e-04 0.707 0.480219
## PC1050 8.300e-05 2.425e-04 0.342 0.732433
## PC1051 -8.669e-04 2.448e-04 -3.541 0.000461 ***
## PC1052 2.716e-04 2.405e-04 1.130 0.259564
## PC1053 1.105e-04 2.399e-04 0.461 0.645254
## PC1054 -2.870e-06 2.214e-04 -0.013 0.989666
## PC1055 3.066e-04 2.460e-04 1.246 0.213627
## PC1056 -1.044e-04 2.483e-04 -0.420 0.674481
## PC1057 6.171e-04 2.355e-04 2.621 0.009215 **
## PC1058 3.408e-04 2.324e-04 1.467 0.143461
## PC1059 -1.275e-04 2.613e-04 -0.488 0.625906
## PC1060 -9.090e-05 2.252e-04 -0.404 0.686740
## PC1061 -1.006e-04 2.194e-04 -0.459 0.646868
## PC1062 2.387e-04 2.459e-04 0.971 0.332498
## PC1063 -1.763e-04 2.421e-04 -0.728 0.466945
## PC1064 1.386e-04 2.403e-04 0.577 0.564500
## PC1065 1.180e-04 2.307e-04 0.511 0.609387
## PC1066 2.944e-04 2.613e-04 1.127 0.260642
## PC1067 -7.239e-05 2.485e-04 -0.291 0.771021
## PC1068 5.720e-05 2.305e-04 0.248 0.804156
## PC1069 -3.539e-04 2.405e-04 -1.472 0.142084
## PC1070 5.576e-04 2.354e-04 2.369 0.018463 *
## PC1071 5.565e-04 2.368e-04 2.350 0.019426 *
## PC1072 -4.128e-04 2.380e-04 -1.734 0.083894 .
## PC1073 6.119e-04 2.519e-04 2.429 0.015726 *
## PC1074 2.144e-04 2.272e-04 0.943 0.346300
## PC1075 3.730e-04 2.362e-04 1.579 0.115288
## PC1076 4.571e-04 2.252e-04 2.030 0.043281 *
## PC1077 -3.891e-04 2.270e-04 -1.714 0.087608 .
## PC1078 6.894e-05 2.332e-04 0.296 0.767722
## PC1079 4.132e-04 2.434e-04 1.697 0.090643 .
## PC1080 -1.241e-04 2.439e-04 -0.509 0.611323
## PC1081 2.212e-04 2.574e-04 0.859 0.390810
## PC1082 3.299e-04 2.577e-04 1.280 0.201428
## PC1083 5.981e-06 2.375e-04 0.025 0.979927
## PC1084 -7.929e-05 2.453e-04 -0.323 0.746744
## PC1085 -2.396e-04 2.461e-04 -0.974 0.330933
## PC1086 -3.339e-04 2.332e-04 -1.432 0.153252
## PC1087 1.374e-04 2.361e-04 0.582 0.561148
## PC1088 9.452e-05 2.380e-04 0.397 0.691597
## PC1089 -8.241e-05 2.367e-04 -0.348 0.728008
## PC1090 1.244e-04 2.368e-04 0.526 0.599604
## PC1091 -4.548e-04 2.433e-04 -1.869 0.062538 .
## PC1092 -3.416e-06 2.443e-04 -0.014 0.988855
## PC1093 -2.770e-05 2.398e-04 -0.116 0.908103
## PC1094 3.674e-04 2.297e-04 1.600 0.110721
## PC1095 -3.009e-04 2.448e-04 -1.229 0.220088
## PC1096 3.410e-04 2.421e-04 1.409 0.159968
## PC1097 -3.835e-05 2.470e-04 -0.155 0.876735
## PC1098 4.949e-05 2.644e-04 0.187 0.851629
## PC1099 1.917e-04 2.487e-04 0.771 0.441413
## PC1100 4.784e-04 2.560e-04 1.869 0.062579 .
## PC1101 -4.437e-05 2.507e-04 -0.177 0.859665
## PC1102 1.884e-04 2.412e-04 0.781 0.435223
## PC1103 -1.354e-05 2.368e-04 -0.057 0.954456
## PC1104 5.621e-05 2.317e-04 0.243 0.808471
## PC1105 4.198e-04 2.381e-04 1.763 0.078950 .
## PC1106 -1.047e-04 2.378e-04 -0.441 0.659843
## PC1107 1.499e-04 2.345e-04 0.639 0.523174
## PC1108 -1.845e-04 2.499e-04 -0.738 0.460892
## PC1109 1.638e-04 2.364e-04 0.693 0.488856
## PC1110 -1.270e-05 2.483e-04 -0.051 0.959247
## PC1111 1.555e-04 2.318e-04 0.671 0.502725
## PC1112 -1.724e-04 2.666e-04 -0.647 0.518374
## PC1113 -5.861e-04 2.468e-04 -2.374 0.018201 *
## PC1114 -1.163e-04 2.581e-04 -0.450 0.652774
## PC1115 -2.829e-05 2.320e-04 -0.122 0.903034
## PC1116 -5.580e-04 2.336e-04 -2.389 0.017525 *
## PC1117 5.466e-04 2.318e-04 2.358 0.019017 *
## PC1118 -4.718e-04 2.583e-04 -1.826 0.068798 .
## PC1119 -2.091e-04 2.505e-04 -0.835 0.404497
## PC1120 -2.857e-04 2.489e-04 -1.148 0.251988
## PC1121 4.499e-04 2.468e-04 1.823 0.069270 .
## PC1122 7.057e-05 2.253e-04 0.313 0.754363
## PC1123 1.827e-04 2.396e-04 0.762 0.446387
## PC1124 2.719e-04 2.272e-04 1.197 0.232407
## PC1125 -1.078e-04 2.376e-04 -0.454 0.650450
## PC1126 5.429e-04 2.576e-04 2.108 0.035881 *
## PC1127 4.597e-05 2.527e-04 0.182 0.855780
## PC1128 -3.362e-05 2.323e-04 -0.145 0.885038
## PC1129 -1.454e-04 2.452e-04 -0.593 0.553667
## PC1130 -2.497e-04 2.482e-04 -1.006 0.315252
## PC1131 7.544e-04 2.353e-04 3.206 0.001487 **
## PC1132 1.019e-04 2.488e-04 0.410 0.682420
## PC1133 -3.407e-05 2.349e-04 -0.145 0.884748
## PC1134 1.204e-04 2.410e-04 0.499 0.617810
## PC1135 2.122e-04 2.312e-04 0.918 0.359451
## PC1136 -6.113e-04 2.474e-04 -2.471 0.014019 *
## PC1137 1.177e-05 2.365e-04 0.050 0.960323
## PC1138 1.375e-04 2.413e-04 0.570 0.569158
## PC1139 -2.593e-05 2.536e-04 -0.102 0.918631
## PC1140 2.007e-04 2.222e-04 0.903 0.367134
## PC1141 3.679e-05 2.290e-04 0.161 0.872465
## PC1142 6.831e-05 2.381e-04 0.287 0.774356
## PC1143 -1.760e-04 2.464e-04 -0.714 0.475683
## PC1144 -3.294e-04 2.426e-04 -1.358 0.175530
## PC1145 -3.366e-05 2.258e-04 -0.149 0.881581
## PC1146 -2.107e-04 2.418e-04 -0.871 0.384240
## PC1147 3.297e-04 2.305e-04 1.430 0.153745
## PC1148 -1.299e-04 2.403e-04 -0.540 0.589330
## PC1149 4.267e-05 2.357e-04 0.181 0.856480
## PC1150 1.421e-04 2.514e-04 0.565 0.572286
## PC1151 5.558e-04 2.435e-04 2.282 0.023157 *
## PC1152 5.858e-04 2.327e-04 2.517 0.012353 *
## PC1153 -7.001e-04 2.460e-04 -2.846 0.004736 **
## PC1154 -1.197e-04 2.362e-04 -0.507 0.612623
## PC1155 3.624e-04 2.449e-04 1.480 0.139941
## PC1156 1.618e-04 2.374e-04 0.682 0.496054
## PC1157 -9.427e-05 2.466e-04 -0.382 0.702543
## PC1158 2.071e-05 2.406e-04 0.086 0.931436
## PC1159 -1.017e-04 2.337e-04 -0.435 0.663580
## PC1160 -5.733e-04 2.446e-04 -2.343 0.019752 *
## PC1161 -2.726e-04 2.431e-04 -1.122 0.262885
## PC1162 5.011e-05 2.427e-04 0.206 0.836604
## PC1163 9.683e-04 2.493e-04 3.884 0.000126 ***
## PC1164 3.597e-04 2.388e-04 1.507 0.132980
## PC1165 3.237e-05 2.506e-04 0.129 0.897319
## PC1166 5.635e-04 2.550e-04 2.210 0.027875 *
## PC1167 -7.216e-05 2.421e-04 -0.298 0.765891
## PC1168 -1.646e-04 2.297e-04 -0.717 0.474150
## PC1169 7.904e-05 2.428e-04 0.326 0.744969
## PC1170 -4.631e-05 2.323e-04 -0.199 0.842102
## PC1171 -2.464e-04 2.458e-04 -1.003 0.316874
## PC1172 -3.641e-05 2.370e-04 -0.154 0.878005
## PC1173 -1.942e-04 2.389e-04 -0.813 0.416914
## PC1174 -2.491e-04 2.515e-04 -0.991 0.322714
## PC1175 3.140e-04 2.415e-04 1.300 0.194501
## PC1176 -8.804e-05 2.617e-04 -0.336 0.736762
## PC1177 -9.288e-05 2.421e-04 -0.384 0.701511
## PC1178 -3.304e-04 2.450e-04 -1.348 0.178586
## PC1179 1.727e-04 2.408e-04 0.717 0.473898
## PC1180 -9.831e-05 2.452e-04 -0.401 0.688685
## PC1181 5.718e-04 2.554e-04 2.239 0.025879 *
## PC1182 -5.642e-04 2.371e-04 -2.379 0.017967 *
## PC1183 -2.376e-04 2.444e-04 -0.972 0.331653
## PC1184 -1.275e-04 2.412e-04 -0.529 0.597330
## PC1185 2.437e-05 2.614e-04 0.093 0.925773
## PC1186 5.644e-04 2.344e-04 2.408 0.016650 *
## PC1187 7.321e-07 2.377e-04 0.003 0.997544
## PC1188 6.425e-04 2.510e-04 2.560 0.010954 *
## PC1189 4.278e-06 2.347e-04 0.018 0.985474
## PC1190 -2.034e-04 2.336e-04 -0.871 0.384563
## PC1191 -4.447e-04 2.327e-04 -1.911 0.056967 .
## PC1192 5.970e-06 2.319e-04 0.026 0.979474
## PC1193 3.355e-04 2.698e-04 1.243 0.214731
## PC1194 -2.678e-04 2.394e-04 -1.119 0.264157
## PC1195 4.536e-05 2.436e-04 0.186 0.852419
## PC1196 -2.530e-05 2.419e-04 -0.105 0.916782
## PC1197 -1.277e-05 2.579e-04 -0.049 0.960556
## PC1198 1.713e-04 2.438e-04 0.703 0.482819
## PC1199 5.357e-04 2.419e-04 2.215 0.027500 *
## PC1200 4.813e-04 2.712e-04 1.775 0.076981 .
## PC1201 -3.477e-04 2.516e-04 -1.382 0.167946
## PC1202 1.880e-04 2.522e-04 0.746 0.456480
## PC1203 -1.210e-04 2.258e-04 -0.536 0.592404
## PC1204 -4.854e-05 2.244e-04 -0.216 0.828897
## PC1205 1.572e-04 2.232e-04 0.704 0.481711
## PC1206 -6.161e-05 2.282e-04 -0.270 0.787323
## PC1207 -4.122e-04 2.503e-04 -1.647 0.100676
## PC1208 3.143e-04 2.449e-04 1.284 0.200218
## PC1209 4.144e-06 2.505e-04 0.017 0.986814
## PC1210 -1.457e-04 2.331e-04 -0.625 0.532391
## PC1211 3.481e-04 2.448e-04 1.422 0.156066
## PC1212 3.330e-04 2.406e-04 1.384 0.167356
## PC1213 -1.849e-04 2.646e-04 -0.699 0.485318
## PC1214 1.019e-03 2.631e-04 3.873 0.000132 ***
## PC1215 1.791e-04 2.641e-04 0.678 0.498131
## PC1216 -3.960e-05 2.473e-04 -0.160 0.872858
## PC1217 -2.247e-04 2.464e-04 -0.912 0.362528
## PC1218 6.768e-04 2.408e-04 2.811 0.005263 **
## PC1219 -2.520e-04 2.323e-04 -1.085 0.278895
## PC1220 3.132e-05 2.328e-04 0.135 0.893056
## PC1221 -3.760e-05 2.551e-04 -0.147 0.882950
## PC1222 -3.864e-04 2.352e-04 -1.643 0.101397
## PC1223 -2.192e-04 2.658e-04 -0.825 0.410254
## PC1224 2.945e-04 2.372e-04 1.242 0.215281
## PC1225 -1.340e-06 2.415e-04 -0.006 0.995578
## PC1226 3.429e-04 2.558e-04 1.340 0.181089
## PC1227 3.703e-04 2.536e-04 1.460 0.145211
## PC1228 -6.085e-04 2.461e-04 -2.473 0.013949 *
## PC1229 -7.158e-04 2.580e-04 -2.774 0.005881 **
## PC1230 -8.104e-04 2.477e-04 -3.272 0.001189 **
## PC1231 3.075e-04 2.469e-04 1.246 0.213892
## PC1232 3.294e-04 2.434e-04 1.353 0.176940
## PC1233 -6.569e-04 2.576e-04 -2.550 0.011251 *
## PC1234 -5.287e-05 2.422e-04 -0.218 0.827340
## PC1235 -5.883e-04 2.377e-04 -2.475 0.013857 *
## PC1236 -3.883e-04 2.437e-04 -1.594 0.112036
## PC1237 -4.690e-04 2.678e-04 -1.751 0.080930 .
## PC1238 3.191e-04 2.620e-04 1.218 0.224246
## PC1239 -4.588e-05 2.497e-04 -0.184 0.854303
## PC1240 4.821e-04 2.528e-04 1.907 0.057495 .
## PC1241 -1.477e-04 2.333e-04 -0.633 0.527070
## PC1242 6.249e-04 2.264e-04 2.760 0.006136 **
## PC1243 -1.931e-04 2.563e-04 -0.753 0.451762
## PC1244 -2.872e-04 2.603e-04 -1.103 0.270787
## PC1245 -1.937e-05 2.377e-04 -0.081 0.935124
## PC1246 -2.835e-04 2.618e-04 -1.083 0.279611
## PC1247 -2.590e-04 2.421e-04 -1.070 0.285610
## PC1248 2.933e-04 2.629e-04 1.116 0.265399
## PC1249 1.310e-04 2.495e-04 0.525 0.600041
## PC1250 -1.135e-04 2.574e-04 -0.441 0.659422
## PC1251 -5.277e-04 2.522e-04 -2.092 0.037258 *
## PC1252 4.571e-04 2.438e-04 1.875 0.061778 .
## PC1253 -4.597e-04 2.675e-04 -1.718 0.086730 .
## PC1254 -1.853e-04 2.418e-04 -0.766 0.444118
## PC1255 -1.352e-05 2.304e-04 -0.059 0.953252
## PC1256 -1.165e-03 2.540e-04 -4.588 6.55e-06 ***
## PC1257 5.208e-04 2.574e-04 2.023 0.043924 *
## PC1258 1.518e-04 2.316e-04 0.656 0.512619
## PC1259 3.704e-05 2.592e-04 0.143 0.886486
## PC1260 -3.194e-04 2.664e-04 -1.199 0.231485
## PC1261 6.598e-05 2.399e-04 0.275 0.783467
## PC1262 -2.863e-04 2.492e-04 -1.149 0.251550
## PC1263 2.620e-06 2.408e-04 0.011 0.991324
## PC1264 1.876e-04 2.297e-04 0.817 0.414833
## PC1265 5.943e-05 2.331e-04 0.255 0.798948
## PC1266 -3.008e-04 2.570e-04 -1.170 0.242768
## PC1267 1.314e-04 2.553e-04 0.515 0.607001
## PC1268 -2.115e-04 2.468e-04 -0.857 0.392233
## PC1269 -4.185e-05 2.565e-04 -0.163 0.870532
## PC1270 3.292e-04 2.419e-04 1.361 0.174547
## PC1271 -2.889e-04 2.414e-04 -1.197 0.232275
## PC1272 2.803e-04 2.316e-04 1.210 0.227111
## PC1273 -3.568e-04 2.410e-04 -1.480 0.139793
## PC1274 -1.566e-04 2.507e-04 -0.625 0.532710
## PC1275 -3.634e-04 2.430e-04 -1.495 0.135905
## PC1276 2.629e-04 2.453e-04 1.072 0.284686
## PC1277 1.387e-04 2.393e-04 0.580 0.562626
## PC1278 1.739e-04 2.457e-04 0.708 0.479583
## PC1279 -6.488e-05 2.559e-04 -0.254 0.800043
## PC1280 2.352e-04 2.402e-04 0.979 0.328386
## PC1281 -1.192e-04 2.397e-04 -0.497 0.619283
## PC1282 -4.645e-04 2.468e-04 -1.882 0.060817 .
## PC1283 4.079e-04 2.531e-04 1.612 0.108083
## PC1284 2.179e-04 2.405e-04 0.906 0.365677
## PC1285 1.878e-04 2.426e-04 0.774 0.439405
## PC1286 9.282e-06 2.508e-04 0.037 0.970496
## PC1287 -2.459e-04 2.387e-04 -1.030 0.303676
## PC1288 -3.399e-04 2.557e-04 -1.329 0.184752
## PC1289 1.000e-03 2.549e-04 3.923 0.000108 ***
## PC1290 4.077e-04 2.339e-04 1.743 0.082325 .
## PC1291 2.329e-04 2.501e-04 0.931 0.352502
## PC1292 -1.177e-04 2.499e-04 -0.471 0.638067
## PC1293 6.844e-05 2.679e-04 0.255 0.798513
## PC1294 5.237e-05 2.313e-04 0.226 0.821029
## PC1295 -1.989e-04 2.497e-04 -0.797 0.426197
## PC1296 -3.666e-05 2.483e-04 -0.148 0.882720
## PC1297 -1.885e-04 2.488e-04 -0.758 0.449136
## PC1298 2.627e-04 2.356e-04 1.115 0.265617
## PC1299 9.123e-05 2.554e-04 0.357 0.721216
## PC1300 -2.456e-04 2.272e-04 -1.081 0.280483
## PC1301 1.509e-04 2.289e-04 0.659 0.510232
## PC1302 2.913e-05 2.500e-04 0.117 0.907322
## PC1303 4.835e-04 2.444e-04 1.978 0.048778 *
## PC1304 -1.852e-04 2.303e-04 -0.804 0.421923
## PC1305 -3.766e-04 2.585e-04 -1.457 0.146147
## PC1306 -3.169e-04 2.446e-04 -1.296 0.196035
## PC1307 -2.661e-05 2.565e-04 -0.104 0.917454
## PC1308 -1.952e-04 2.377e-04 -0.821 0.412215
## PC1309 2.898e-04 2.406e-04 1.204 0.229348
## PC1310 2.634e-04 2.411e-04 1.093 0.275438
## PC1311 1.553e-04 2.326e-04 0.668 0.504780
## PC1312 -1.813e-04 2.567e-04 -0.706 0.480568
## PC1313 4.352e-04 2.505e-04 1.737 0.083383 .
## PC1314 3.197e-04 2.639e-04 1.211 0.226659
## PC1315 -3.823e-05 2.392e-04 -0.160 0.873111
## PC1316 6.020e-05 2.375e-04 0.253 0.800066
## PC1317 -1.886e-04 2.556e-04 -0.738 0.461085
## PC1318 3.107e-04 2.382e-04 1.304 0.193095
## PC1319 -1.375e-04 2.379e-04 -0.578 0.563648
## PC1320 -1.335e-05 2.596e-04 -0.051 0.959004
## PC1321 5.354e-04 2.502e-04 2.140 0.033128 *
## PC1322 6.653e-05 2.355e-04 0.282 0.777779
## PC1323 -8.182e-05 2.386e-04 -0.343 0.731948
## PC1324 -1.825e-04 2.501e-04 -0.730 0.466252
## PC1325 1.554e-05 2.439e-04 0.064 0.949258
## PC1326 1.918e-04 2.434e-04 0.788 0.431233
## PC1327 -2.049e-04 2.316e-04 -0.885 0.377125
## PC1328 -4.465e-04 2.462e-04 -1.814 0.070712 .
## PC1329 -1.051e-04 2.490e-04 -0.422 0.673343
## PC1330 -1.536e-05 2.599e-04 -0.059 0.952912
## PC1331 -1.683e-04 2.445e-04 -0.689 0.491645
## PC1332 -2.065e-04 2.377e-04 -0.869 0.385623
## PC1333 -1.741e-04 2.303e-04 -0.756 0.450085
## PC1334 -4.336e-04 2.338e-04 -1.855 0.064619 .
## PC1335 -2.063e-04 2.449e-04 -0.842 0.400345
## PC1336 -7.177e-05 2.486e-04 -0.289 0.773048
## PC1337 -2.151e-04 2.572e-04 -0.836 0.403712
## PC1338 -3.695e-04 2.523e-04 -1.465 0.144022
## PC1339 -4.270e-04 2.528e-04 -1.689 0.092265 .
## PC1340 2.534e-04 2.432e-04 1.042 0.298352
## PC1341 -6.116e-04 2.530e-04 -2.418 0.016197 *
## PC1342 -2.016e-04 2.344e-04 -0.860 0.390384
## PC1343 -9.060e-04 2.411e-04 -3.758 0.000205 ***
## PC1344 2.415e-04 2.458e-04 0.982 0.326743
## PC1345 -8.962e-05 2.483e-04 -0.361 0.718420
## PC1346 4.824e-04 2.628e-04 1.836 0.067379 .
## PC1347 3.651e-04 2.559e-04 1.427 0.154736
## PC1348 -6.878e-04 2.395e-04 -2.872 0.004369 **
## PC1349 -2.786e-04 2.512e-04 -1.109 0.268152
## PC1350 -2.452e-05 2.589e-04 -0.095 0.924589
## PC1351 1.281e-05 2.553e-04 0.050 0.960008
## PC1352 3.703e-04 2.632e-04 1.407 0.160569
## PC1353 -2.281e-04 2.467e-04 -0.925 0.355841
## PC1354 1.002e-04 2.458e-04 0.408 0.683832
## PC1355 -1.715e-04 2.291e-04 -0.749 0.454628
## PC1356 1.472e-04 2.442e-04 0.603 0.547198
## PC1357 -3.591e-05 2.537e-04 -0.142 0.887534
## PC1358 -4.263e-04 2.667e-04 -1.598 0.111010
## PC1359 8.223e-05 2.307e-04 0.356 0.721734
## PC1360 6.617e-04 2.410e-04 2.745 0.006407 **
## PC1361 4.968e-06 2.460e-04 0.020 0.983905
## PC1362 1.109e-04 2.448e-04 0.453 0.650939
## PC1363 -8.850e-05 2.300e-04 -0.385 0.700698
## PC1364 4.443e-04 2.411e-04 1.843 0.066356 .
## PC1365 -4.294e-04 2.482e-04 -1.730 0.084724 .
## PC1366 1.141e-04 2.534e-04 0.450 0.652857
## PC1367 -1.202e-04 2.485e-04 -0.483 0.629119
## PC1368 -3.654e-05 2.499e-04 -0.146 0.883852
## PC1369 2.555e-04 2.584e-04 0.989 0.323508
## PC1370 7.332e-05 2.521e-04 0.291 0.771381
## PC1371 -3.296e-04 2.504e-04 -1.316 0.189010
## PC1372 -1.586e-04 2.492e-04 -0.636 0.525094
## PC1373 1.788e-05 2.417e-04 0.074 0.941092
## PC1374 6.342e-04 2.520e-04 2.517 0.012351 *
## PC1375 -3.695e-05 2.401e-04 -0.154 0.877795
## PC1376 -1.495e-05 2.275e-04 -0.066 0.947650
## PC1377 3.073e-04 2.532e-04 1.214 0.225865
## PC1378 8.015e-05 2.362e-04 0.339 0.734607
## PC1379 6.074e-04 2.402e-04 2.528 0.011967 *
## PC1380 -2.225e-04 2.441e-04 -0.912 0.362746
## PC1381 1.903e-04 2.511e-04 0.758 0.449204
## PC1382 -3.771e-04 2.533e-04 -1.489 0.137550
## PC1383 -6.818e-04 2.439e-04 -2.795 0.005522 **
## PC1384 -2.818e-04 2.620e-04 -1.075 0.283120
## PC1385 5.246e-04 2.538e-04 2.066 0.039631 *
## PC1386 1.036e-04 2.376e-04 0.436 0.663063
## PC1387 -3.848e-04 2.505e-04 -1.536 0.125483
## PC1388 4.788e-05 2.558e-04 0.187 0.851631
## PC1389 -7.830e-05 2.374e-04 -0.330 0.741762
## PC1390 4.441e-04 2.483e-04 1.789 0.074642 .
## PC1391 2.848e-04 2.500e-04 1.139 0.255502
## PC1392 1.140e-04 2.587e-04 0.440 0.659893
## PC1393 -5.673e-04 2.655e-04 -2.137 0.033431 *
## PC1394 -6.719e-05 2.582e-04 -0.260 0.794860
## PC1395 7.983e-05 2.368e-04 0.337 0.736280
## PC1396 -5.192e-04 2.496e-04 -2.080 0.038322 *
## PC1397 -4.568e-04 2.597e-04 -1.759 0.079590 .
## PC1398 -2.702e-04 2.350e-04 -1.150 0.251217
## PC1399 -3.123e-04 2.431e-04 -1.285 0.199925
## PC1400 -2.819e-04 2.496e-04 -1.129 0.259584
## PC1401 -1.710e-04 2.518e-04 -0.679 0.497715
## PC1402 -1.539e-06 2.657e-04 -0.006 0.995383
## PC1403 -2.162e-04 2.321e-04 -0.931 0.352419
## PC1404 -1.960e-04 2.388e-04 -0.821 0.412459
## PC1405 -1.649e-04 2.698e-04 -0.611 0.541494
## PC1406 1.261e-04 2.323e-04 0.543 0.587510
## PC1407 -2.373e-04 2.361e-04 -1.005 0.315781
## PC1408 5.632e-04 2.640e-04 2.133 0.033732 *
## PC1409 -8.767e-04 2.474e-04 -3.543 0.000458 ***
## PC1410 -3.461e-04 2.508e-04 -1.380 0.168539
## PC1411 1.397e-04 2.413e-04 0.579 0.563193
## PC1412 5.943e-04 2.315e-04 2.567 0.010740 *
## PC1413 1.505e-04 2.527e-04 0.595 0.552074
## PC1414 -3.085e-04 2.414e-04 -1.278 0.202333
## PC1415 2.870e-04 2.330e-04 1.231 0.219099
## PC1416 1.805e-04 2.600e-04 0.694 0.488048
## PC1417 1.632e-04 2.465e-04 0.662 0.508431
## PC1418 2.333e-04 2.470e-04 0.944 0.345696
## PC1419 -1.854e-04 2.621e-04 -0.707 0.479859
## PC1420 -5.946e-04 2.562e-04 -2.321 0.020942 *
## PC1421 3.638e-04 2.482e-04 1.466 0.143795
## PC1422 3.500e-04 2.292e-04 1.527 0.127851
## PC1423 3.744e-04 2.346e-04 1.596 0.111559
## PC1424 1.554e-04 2.674e-04 0.581 0.561500
## PC1425 3.965e-04 2.478e-04 1.600 0.110682
## PC1426 1.353e-04 2.344e-04 0.577 0.564247
## PC1427 3.528e-04 2.326e-04 1.516 0.130438
## PC1428 6.806e-05 2.456e-04 0.277 0.781897
## PC1429 5.222e-04 2.557e-04 2.043 0.041961 *
## PC1430 2.981e-04 2.533e-04 1.177 0.240225
## PC1431 4.807e-04 2.395e-04 2.008 0.045576 *
## PC1432 -4.828e-04 2.457e-04 -1.965 0.050374 .
## PC1433 8.157e-04 2.398e-04 3.402 0.000760 ***
## PC1434 -4.082e-04 2.430e-04 -1.680 0.094026 .
## PC1435 5.338e-04 2.594e-04 2.058 0.040464 *
## PC1436 2.066e-05 2.451e-04 0.084 0.932878
## PC1437 -7.594e-04 2.490e-04 -3.050 0.002494 **
## PC1438 -8.695e-05 2.490e-04 -0.349 0.727163
## PC1439 -1.117e-04 2.482e-04 -0.450 0.652871
## PC1440 1.509e-04 2.493e-04 0.605 0.545475
## PC1441 6.612e-06 2.476e-04 0.027 0.978717
## PC1442 4.845e-04 2.568e-04 1.887 0.060119 .
## PC1443 5.741e-04 2.343e-04 2.451 0.014828 *
## PC1444 5.675e-04 2.484e-04 2.284 0.023050 *
## PC1445 5.068e-04 2.405e-04 2.107 0.035910 *
## PC1446 1.740e-04 2.414e-04 0.721 0.471766
## PC1447 2.348e-04 2.378e-04 0.988 0.324168
## PC1448 7.140e-04 2.424e-04 2.946 0.003469 **
## PC1449 2.160e-04 2.471e-04 0.874 0.382894
## PC1450 -2.117e-04 2.671e-04 -0.793 0.428656
## PC1451 -5.890e-05 2.525e-04 -0.233 0.815712
## PC1452 -3.184e-04 2.442e-04 -1.304 0.193237
## PC1453 -3.444e-04 2.603e-04 -1.323 0.186905
## PC1454 -2.766e-04 2.683e-04 -1.031 0.303444
## PC1455 8.460e-05 2.306e-04 0.367 0.713937
## PC1456 -4.913e-04 2.427e-04 -2.024 0.043842 *
## PC1457 -5.036e-04 2.512e-04 -2.005 0.045831 *
## PC1458 2.910e-04 2.502e-04 1.163 0.245662
## PC1459 -1.567e-04 2.448e-04 -0.640 0.522528
## PC1460 6.005e-04 2.491e-04 2.411 0.016508 *
## PC1461 1.263e-05 2.679e-04 0.047 0.962412
## PC1462 3.582e-04 2.416e-04 1.483 0.139218
## PC1463 1.944e-04 2.420e-04 0.803 0.422377
## PC1464 -1.700e-04 2.516e-04 -0.676 0.499622
## PC1465 -9.756e-05 2.422e-04 -0.403 0.687322
## PC1466 3.269e-04 2.583e-04 1.266 0.206610
## PC1467 -3.684e-04 2.340e-04 -1.574 0.116502
## PC1468 7.917e-05 2.423e-04 0.327 0.744112
## PC1469 -1.324e-04 2.586e-04 -0.512 0.608976
## PC1470 6.869e-04 2.569e-04 2.674 0.007899 **
## PC1471 -5.581e-05 2.485e-04 -0.225 0.822470
## PC1472 3.473e-04 2.736e-04 1.269 0.205356
## PC1473 5.525e-04 2.420e-04 2.283 0.023129 *
## PC1474 7.403e-05 2.780e-04 0.266 0.790156
## PC1475 3.121e-04 2.567e-04 1.215 0.225155
## PC1476 -5.762e-04 2.640e-04 -2.183 0.029813 *
## PC1477 3.052e-04 2.398e-04 1.273 0.204026
## PC1478 -3.072e-04 2.475e-04 -1.241 0.215491
## PC1479 -6.052e-05 2.535e-04 -0.239 0.811469
## PC1480 3.699e-05 2.581e-04 0.143 0.886151
## PC1481 6.070e-04 2.466e-04 2.462 0.014389 *
## PC1482 -4.325e-04 2.492e-04 -1.736 0.083661 .
## PC1483 -8.341e-05 2.518e-04 -0.331 0.740670
## PC1484 -5.188e-04 2.705e-04 -1.918 0.056070 .
## PC1485 -1.132e-04 2.503e-04 -0.452 0.651506
## PC1486 3.861e-05 2.326e-04 0.166 0.868250
## PC1487 -1.153e-04 2.551e-04 -0.452 0.651516
## PC1488 -1.626e-04 2.545e-04 -0.639 0.523506
## PC1489 4.670e-04 2.416e-04 1.933 0.054192 .
## PC1490 -7.179e-06 2.510e-04 -0.029 0.977196
## PC1491 -3.086e-04 2.551e-04 -1.210 0.227360
## PC1492 5.643e-04 2.531e-04 2.229 0.026536 *
## PC1493 -1.820e-04 2.512e-04 -0.725 0.469303
## PC1494 5.521e-04 2.485e-04 2.222 0.027013 *
## PC1495 3.160e-04 2.461e-04 1.284 0.200048
## PC1496 2.989e-04 2.376e-04 1.258 0.209504
## PC1497 2.718e-04 2.381e-04 1.142 0.254513
## PC1498 -8.956e-05 2.500e-04 -0.358 0.720413
## PC1499 -3.193e-04 2.458e-04 -1.299 0.194812
## PC1500 -1.811e-04 2.596e-04 -0.698 0.485836
## PC1501 3.721e-04 2.547e-04 1.461 0.144999
## PC1502 1.405e-04 2.325e-04 0.604 0.546078
## PC1503 1.428e-04 2.532e-04 0.564 0.573243
## PC1504 6.404e-05 2.626e-04 0.244 0.807533
## PC1505 1.036e-04 2.546e-04 0.407 0.684438
## PC1506 3.461e-04 2.385e-04 1.451 0.147747
## PC1507 -8.871e-05 2.495e-04 -0.356 0.722418
## PC1508 9.974e-05 2.460e-04 0.405 0.685403
## PC1509 -5.468e-04 2.524e-04 -2.167 0.031051 *
## PC1510 3.361e-04 2.479e-04 1.355 0.176280
## PC1511 -3.426e-04 2.574e-04 -1.331 0.184143
## PC1512 5.354e-04 2.490e-04 2.150 0.032369 *
## PC1513 -2.085e-04 2.598e-04 -0.803 0.422844
## PC1514 -2.041e-04 2.451e-04 -0.833 0.405515
## PC1515 4.977e-04 2.423e-04 2.054 0.040822 *
## PC1516 -2.163e-04 2.510e-04 -0.862 0.389532
## PC1517 6.356e-04 2.412e-04 2.635 0.008841 **
## PC1518 1.956e-04 2.397e-04 0.816 0.415174
## PC1519 -8.632e-05 2.514e-04 -0.343 0.731583
## PC1520 2.270e-04 2.550e-04 0.890 0.374097
## PC1521 4.430e-04 2.516e-04 1.760 0.079337 .
## PC1522 3.313e-05 2.682e-04 0.124 0.901757
## PC1523 3.069e-04 2.387e-04 1.285 0.199601
## PC1524 -2.061e-04 2.438e-04 -0.846 0.398495
## PC1525 -1.456e-04 2.605e-04 -0.559 0.576749
## PC1526 5.696e-04 2.692e-04 2.116 0.035196 *
## PC1527 5.549e-05 2.415e-04 0.230 0.818453
## PC1528 5.658e-04 2.384e-04 2.373 0.018245 *
## PC1529 2.200e-04 2.396e-04 0.918 0.359329
## PC1530 1.985e-04 2.596e-04 0.765 0.445119
## PC1531 1.502e-04 2.468e-04 0.608 0.543337
## PC1532 -4.434e-04 2.464e-04 -1.800 0.072894 .
## PC1533 -2.408e-05 2.483e-04 -0.097 0.922812
## PC1534 5.419e-04 2.580e-04 2.100 0.036530 *
## PC1535 -3.080e-04 2.301e-04 -1.339 0.181613
## PC1536 -5.890e-04 2.486e-04 -2.370 0.018433 *
## PC1537 2.608e-04 2.464e-04 1.058 0.290716
## PC1538 4.658e-04 2.519e-04 1.849 0.065402 .
## PC1539 -3.182e-04 2.493e-04 -1.276 0.202836
## PC1540 2.818e-04 2.411e-04 1.169 0.243423
## PC1541 3.328e-04 2.360e-04 1.410 0.159586
## PC1542 -1.478e-04 2.362e-04 -0.626 0.531909
## PC1543 6.781e-04 2.433e-04 2.787 0.005655 **
## PC1544 -5.434e-04 2.515e-04 -2.160 0.031519 *
## PC1545 7.806e-04 2.582e-04 3.023 0.002717 **
## PC1546 -1.247e-04 2.458e-04 -0.507 0.612425
## PC1547 3.076e-04 2.620e-04 1.174 0.241201
## PC1548 -3.032e-04 2.430e-04 -1.248 0.213026
## PC1549 -8.582e-05 2.332e-04 -0.368 0.713106
## PC1550 -1.491e-04 2.417e-04 -0.617 0.537801
## PC1551 3.009e-05 2.518e-04 0.119 0.904972
## PC1552 6.969e-05 2.485e-04 0.280 0.779289
## PC1553 3.176e-04 2.629e-04 1.208 0.227883
## PC1554 7.373e-04 2.527e-04 2.918 0.003785 **
## PC1555 5.228e-04 2.518e-04 2.076 0.038720 *
## PC1556 -3.229e-04 2.742e-04 -1.177 0.239921
## PC1557 3.634e-04 2.607e-04 1.394 0.164403
## PC1558 1.133e-04 2.673e-04 0.424 0.671849
## PC1559 3.676e-04 2.553e-04 1.440 0.150915
## PC1560 4.969e-04 2.702e-04 1.839 0.066935 .
## PC1561 -7.044e-05 2.720e-04 -0.259 0.795870
## PC1562 -1.114e-04 2.523e-04 -0.442 0.659030
## PC1563 3.561e-06 2.594e-04 0.014 0.989056
## PC1564 -6.152e-04 2.488e-04 -2.473 0.013953 *
## PC1565 2.438e-04 2.384e-04 1.023 0.307303
## PC1566 -4.414e-05 2.544e-04 -0.173 0.862375
## PC1567 3.698e-04 2.532e-04 1.461 0.145138
## PC1568 1.282e-04 2.651e-04 0.483 0.629107
## PC1569 3.056e-04 2.522e-04 1.212 0.226630
## PC1570 8.648e-04 2.487e-04 3.477 0.000581 ***
## PC1571 -2.576e-04 2.300e-04 -1.120 0.263510
## PC1572 3.788e-04 2.597e-04 1.459 0.145686
## PC1573 4.831e-04 2.440e-04 1.979 0.048679 *
## PC1574 5.016e-04 2.641e-04 1.900 0.058442 .
## PC1575 -1.154e-04 2.635e-04 -0.438 0.661713
## PC1576 3.088e-04 2.726e-04 1.133 0.258187
## PC1577 -2.312e-04 2.456e-04 -0.941 0.347303
## PC1578 -1.357e-04 2.515e-04 -0.539 0.589949
## PC1579 -7.067e-04 2.696e-04 -2.621 0.009209 **
## PC1580 -8.839e-05 2.458e-04 -0.360 0.719369
## PC1581 -2.753e-04 2.703e-04 -1.018 0.309354
## PC1582 2.518e-04 2.517e-04 1.000 0.318013
## PC1583 1.617e-04 2.624e-04 0.616 0.538147
## PC1584 -4.807e-04 2.581e-04 -1.862 0.063551 .
## PC1585 1.108e-04 2.665e-04 0.416 0.677842
## PC1586 -2.965e-04 2.630e-04 -1.127 0.260499
## PC1587 1.217e-04 2.618e-04 0.465 0.642355
## PC1588 -2.717e-05 2.445e-04 -0.111 0.911597
## PC1589 3.209e-04 2.683e-04 1.196 0.232605
## PC1590 1.732e-04 2.585e-04 0.670 0.503268
## PC1591 -8.241e-05 2.583e-04 -0.319 0.749918
## PC1592 2.406e-04 2.523e-04 0.954 0.341065
## PC1593 2.876e-04 2.397e-04 1.200 0.231124
## PC1594 4.675e-05 2.768e-04 0.169 0.866007
## PC1595 -2.211e-04 2.589e-04 -0.854 0.393797
## PC1596 -3.490e-04 2.482e-04 -1.406 0.160613
## PC1597 2.993e-04 2.443e-04 1.225 0.221490
## PC1598 -2.978e-04 2.690e-04 -1.107 0.269112
## PC1599 5.097e-04 2.548e-04 2.000 0.046373 *
## PC1600 3.701e-04 2.524e-04 1.466 0.143550
## PC1601 -1.264e-04 2.549e-04 -0.496 0.620340
## PC1602 1.064e-04 2.333e-04 0.456 0.648580
## PC1603 -6.722e-05 2.393e-04 -0.281 0.778943
## PC1604 -3.978e-04 2.483e-04 -1.602 0.110142
## PC1605 2.605e-04 2.456e-04 1.061 0.289715
## PC1606 -1.727e-04 2.559e-04 -0.675 0.500206
## PC1607 2.773e-04 2.443e-04 1.135 0.257273
## PC1608 3.306e-04 2.420e-04 1.366 0.172811
## PC1609 2.174e-04 2.493e-04 0.872 0.383819
## PC1610 -2.366e-04 2.642e-04 -0.896 0.371184
## PC1611 -7.095e-04 2.731e-04 -2.598 0.009822 **
## PC1612 -1.881e-04 2.437e-04 -0.772 0.440784
## PC1613 5.738e-05 2.482e-04 0.231 0.817279
## PC1614 2.415e-04 2.444e-04 0.988 0.323817
## PC1615 -2.808e-04 2.629e-04 -1.068 0.286308
## PC1616 5.823e-05 2.679e-04 0.217 0.828055
## PC1617 -6.478e-04 2.526e-04 -2.565 0.010798 *
## PC1618 -4.620e-05 2.773e-04 -0.167 0.867789
## PC1619 3.374e-04 2.363e-04 1.428 0.154404
## PC1620 -7.084e-04 2.535e-04 -2.794 0.005538 **
## PC1621 -1.167e-05 2.577e-04 -0.045 0.963889
## PC1622 1.531e-04 2.543e-04 0.602 0.547531
## PC1623 4.177e-04 2.550e-04 1.638 0.102418
## PC1624 2.797e-04 2.529e-04 1.106 0.269597
## PC1625 -7.473e-05 2.417e-04 -0.309 0.757406
## PC1626 8.225e-05 2.499e-04 0.329 0.742296
## PC1627 -7.539e-05 2.566e-04 -0.294 0.769076
## PC1628 3.101e-04 2.426e-04 1.278 0.202185
## PC1629 2.566e-04 2.530e-04 1.014 0.311278
## PC1630 3.794e-04 2.320e-04 1.635 0.103002
## PC1631 5.369e-05 2.638e-04 0.204 0.838843
## PC1632 -1.680e-05 2.444e-04 -0.069 0.945232
## PC1633 -6.620e-05 2.490e-04 -0.266 0.790486
## PC1634 -9.183e-06 2.658e-04 -0.035 0.972466
## PC1635 -5.002e-05 2.490e-04 -0.201 0.840908
## PC1636 2.943e-04 2.646e-04 1.112 0.266883
## PC1637 -1.071e-04 2.528e-04 -0.424 0.671976
## PC1638 -3.090e-04 2.665e-04 -1.159 0.247201
## PC1639 1.405e-04 2.489e-04 0.564 0.572876
## PC1640 -1.087e-04 2.527e-04 -0.430 0.667481
## PC1641 6.436e-05 2.252e-04 0.286 0.775195
## PC1642 -9.436e-05 2.652e-04 -0.356 0.722223
## PC1643 3.857e-04 2.561e-04 1.506 0.133034
## PC1644 -1.466e-05 2.656e-04 -0.055 0.956023
## PC1645 -1.314e-04 2.414e-04 -0.544 0.586586
## PC1646 1.838e-04 2.444e-04 0.752 0.452795
## PC1647 -2.381e-04 2.563e-04 -0.929 0.353651
## PC1648 2.652e-04 2.425e-04 1.094 0.274912
## PC1649 6.247e-05 2.557e-04 0.244 0.807120
## PC1650 1.356e-05 2.582e-04 0.052 0.958168
## PC1651 1.998e-04 2.633e-04 0.759 0.448543
## PC1652 -3.598e-04 2.451e-04 -1.468 0.143105
## PC1653 1.096e-04 2.685e-04 0.408 0.683378
## PC1654 -2.529e-04 2.460e-04 -1.028 0.304702
## PC1655 2.666e-04 2.452e-04 1.088 0.277667
## PC1656 6.363e-05 2.728e-04 0.233 0.815691
## PC1657 1.382e-04 2.466e-04 0.560 0.575703
## PC1658 -3.460e-05 2.622e-04 -0.132 0.895094
## PC1659 3.604e-04 2.750e-04 1.311 0.190958
## PC1660 2.474e-04 2.544e-04 0.972 0.331735
## PC1661 -6.337e-05 2.613e-04 -0.243 0.808549
## PC1662 -4.932e-05 2.552e-04 -0.193 0.846865
## PC1663 -1.352e-04 2.497e-04 -0.541 0.588599
## PC1664 -1.416e-04 2.685e-04 -0.527 0.598282
## PC1665 5.671e-04 2.543e-04 2.230 0.026466 *
## PC1666 -1.972e-05 2.452e-04 -0.080 0.935962
## PC1667 8.019e-05 2.485e-04 0.323 0.747150
## PC1668 8.562e-05 2.584e-04 0.331 0.740583
## PC1669 9.371e-05 2.496e-04 0.375 0.707602
## PC1670 -2.127e-04 2.691e-04 -0.791 0.429777
## PC1671 2.068e-04 2.589e-04 0.799 0.425069
## PC1672 2.227e-04 2.649e-04 0.841 0.401251
## PC1673 -1.507e-04 2.603e-04 -0.579 0.562995
## PC1674 2.922e-04 2.477e-04 1.180 0.238950
## PC1675 -1.066e-05 2.616e-04 -0.041 0.967513
## PC1676 2.967e-04 2.552e-04 1.163 0.245900
## PC1677 1.293e-05 2.535e-04 0.051 0.959363
## PC1678 5.215e-04 2.421e-04 2.154 0.031995 *
## PC1679 3.579e-04 2.501e-04 1.431 0.153418
## PC1680 2.491e-04 2.737e-04 0.910 0.363459
## PC1681 -3.867e-05 2.617e-04 -0.148 0.882609
## PC1682 -4.483e-04 2.607e-04 -1.719 0.086582 .
## PC1683 -2.328e-05 2.440e-04 -0.095 0.924053
## PC1684 2.659e-04 2.408e-04 1.104 0.270319
## PC1685 -2.284e-04 2.657e-04 -0.859 0.390803
## PC1686 -1.778e-04 2.513e-04 -0.708 0.479662
## PC1687 6.840e-05 2.543e-04 0.269 0.788148
## PC1688 1.239e-04 2.565e-04 0.483 0.629392
## PC1689 -9.282e-05 2.403e-04 -0.386 0.699516
## PC1690 -9.950e-05 2.639e-04 -0.377 0.706425
## PC1691 4.169e-04 2.541e-04 1.640 0.101964
## PC1692 -4.542e-04 2.483e-04 -1.829 0.068347 .
## PC1693 -1.770e-04 2.533e-04 -0.699 0.485379
## PC1694 -1.204e-04 2.543e-04 -0.473 0.636325
## PC1695 2.465e-04 2.582e-04 0.954 0.340601
## PC1696 -7.719e-05 2.634e-04 -0.293 0.769666
## PC1697 -1.969e-04 2.533e-04 -0.777 0.437499
## PC1698 5.166e-04 2.506e-04 2.061 0.040151 *
## PC1699 -1.255e-04 2.596e-04 -0.483 0.629132
## PC1700 -2.217e-05 2.540e-04 -0.087 0.930509
## PC1701 5.115e-07 2.447e-04 0.002 0.998334
## PC1702 -9.193e-05 2.459e-04 -0.374 0.708825
## PC1703 2.947e-04 2.549e-04 1.156 0.248578
## PC1704 -5.710e-05 2.838e-04 -0.201 0.840691
## PC1705 2.595e-05 2.604e-04 0.100 0.920689
## PC1706 -1.596e-04 2.421e-04 -0.659 0.510142
## PC1707 4.624e-04 2.425e-04 1.907 0.057443 .
## PC1708 -1.441e-04 2.585e-04 -0.557 0.577789
## PC1709 1.167e-04 2.564e-04 0.455 0.649176
## PC1710 -2.649e-04 2.612e-04 -1.014 0.311283
## PC1711 4.161e-04 2.663e-04 1.563 0.119195
## PC1712 2.364e-04 2.533e-04 0.933 0.351518
## PC1713 -3.729e-04 2.689e-04 -1.387 0.166533
## PC1714 -1.836e-04 2.630e-04 -0.698 0.485752
## PC1715 1.310e-04 2.463e-04 0.532 0.595268
## PC1716 1.927e-04 2.589e-04 0.744 0.457171
## PC1717 -5.298e-05 2.444e-04 -0.217 0.828507
## PC1718 1.823e-04 2.491e-04 0.732 0.464870
## PC1719 4.159e-04 2.462e-04 1.689 0.092235 .
## PC1720 -4.723e-04 2.721e-04 -1.736 0.083645 .
## PC1721 1.323e-04 2.428e-04 0.545 0.586318
## PC1722 2.170e-04 2.626e-04 0.826 0.409213
## PC1723 1.643e-04 2.531e-04 0.649 0.516739
## PC1724 -8.450e-06 2.682e-04 -0.032 0.974885
## PC1725 3.829e-04 2.615e-04 1.464 0.144231
## PC1726 5.544e-04 2.567e-04 2.160 0.031568 *
## PC1727 2.161e-04 2.584e-04 0.836 0.403744
## PC1728 -6.452e-05 2.549e-04 -0.253 0.800364
## PC1729 -2.012e-04 2.587e-04 -0.778 0.437172
## PC1730 -2.877e-04 2.636e-04 -1.091 0.275989
## PC1731 1.041e-04 2.589e-04 0.402 0.687986
## PC1732 1.667e-04 2.478e-04 0.673 0.501586
## PC1733 8.414e-05 2.435e-04 0.346 0.729930
## PC1734 5.071e-04 2.630e-04 1.928 0.054763 .
## PC1735 4.293e-04 2.613e-04 1.643 0.101411
## PC1736 1.687e-04 2.683e-04 0.629 0.530031
## PC1737 4.793e-04 2.593e-04 1.848 0.065521 .
## PC1738 6.451e-05 2.601e-04 0.248 0.804317
## PC1739 2.226e-04 2.449e-04 0.909 0.364119
## PC1740 1.038e-04 2.560e-04 0.405 0.685522
## PC1741 -7.594e-04 2.529e-04 -3.003 0.002895 **
## PC1742 4.248e-04 2.707e-04 1.569 0.117681
## PC1743 -1.644e-04 2.501e-04 -0.657 0.511578
## PC1744 2.123e-04 2.427e-04 0.875 0.382512
## PC1745 -2.406e-04 2.513e-04 -0.957 0.339099
## PC1746 1.336e-04 2.504e-04 0.534 0.593923
## PC1747 -1.138e-04 2.597e-04 -0.438 0.661661
## PC1748 7.163e-05 2.457e-04 0.292 0.770824
## PC1749 4.052e-04 2.741e-04 1.478 0.140367
## PC1750 -1.418e-04 2.639e-04 -0.537 0.591603
## PC1751 -5.839e-04 2.509e-04 -2.328 0.020595 *
## PC1752 7.148e-05 2.627e-04 0.272 0.785720
## PC1753 8.000e-05 2.533e-04 0.316 0.752327
## PC1754 2.280e-04 2.644e-04 0.862 0.389168
## PC1755 -5.357e-04 2.484e-04 -2.157 0.031811 *
## PC1756 4.108e-04 2.629e-04 1.562 0.119262
## PC1757 1.141e-04 2.665e-04 0.428 0.668917
## PC1758 4.901e-04 2.610e-04 1.878 0.061398 .
## PC1759 -3.826e-05 2.551e-04 -0.150 0.880844
## PC1760 -1.264e-04 2.544e-04 -0.497 0.619528
## PC1761 5.336e-05 2.565e-04 0.208 0.835355
## PC1762 3.356e-04 2.642e-04 1.270 0.204927
## PC1763 3.154e-04 2.448e-04 1.288 0.198635
## PC1764 4.738e-04 2.571e-04 1.843 0.066328 .
## PC1765 2.132e-04 2.545e-04 0.838 0.402821
## PC1766 4.211e-04 2.561e-04 1.644 0.101180
## PC1767 -1.810e-04 2.423e-04 -0.747 0.455472
## PC1768 -1.453e-04 2.636e-04 -0.551 0.581788
## PC1769 -1.891e-04 2.619e-04 -0.722 0.470805
## PC1770 -6.114e-05 2.548e-04 -0.240 0.810508
## PC1771 -2.205e-04 2.643e-04 -0.835 0.404638
## PC1772 -1.219e-04 2.771e-04 -0.440 0.660297
## PC1773 4.284e-04 2.617e-04 1.637 0.102718
## PC1774 -3.985e-04 2.428e-04 -1.641 0.101801
## PC1775 1.215e-04 2.750e-04 0.442 0.658765
## PC1776 -8.138e-05 2.660e-04 -0.306 0.759833
## PC1777 -2.014e-04 2.415e-04 -0.834 0.405011
## PC1778 1.061e-05 2.532e-04 0.042 0.966625
## PC1779 4.969e-04 2.626e-04 1.893 0.059362 .
## PC1780 7.578e-05 2.510e-04 0.302 0.762891
## PC1781 4.246e-04 2.534e-04 1.676 0.094832 .
## PC1782 -2.970e-04 2.482e-04 -1.196 0.232438
## PC1783 -5.467e-05 2.753e-04 -0.199 0.842729
## PC1784 1.315e-04 2.738e-04 0.480 0.631492
## PC1785 -4.729e-05 2.540e-04 -0.186 0.852431
## PC1786 -2.681e-04 2.603e-04 -1.030 0.303961
## PC1787 2.175e-04 2.683e-04 0.811 0.418195
## PC1788 4.886e-05 2.382e-04 0.205 0.837627
## PC1789 -3.760e-04 2.481e-04 -1.515 0.130720
## PC1790 -1.813e-05 2.610e-04 -0.069 0.944655
## PC1791 -6.782e-05 2.482e-04 -0.273 0.784806
## PC1792 -5.821e-04 2.589e-04 -2.249 0.025260 *
## PC1793 2.244e-04 2.597e-04 0.864 0.388194
## PC1794 2.143e-05 2.574e-04 0.083 0.933692
## PC1795 -3.847e-05 2.668e-04 -0.144 0.885443
## PC1796 6.055e-06 2.658e-04 0.023 0.981842
## PC1797 -7.755e-05 2.485e-04 -0.312 0.755194
## PC1798 -5.504e-04 2.776e-04 -1.983 0.048309 *
## PC1799 3.890e-04 2.449e-04 1.588 0.113252
## PC1800 5.071e-04 2.634e-04 1.925 0.055140 .
## PC1801 -1.272e-04 2.486e-04 -0.512 0.609373
## PC1802 -2.053e-04 2.857e-04 -0.719 0.472890
## PC1803 2.603e-04 2.484e-04 1.048 0.295499
## PC1804 3.692e-04 2.650e-04 1.393 0.164613
## PC1805 2.127e-04 2.684e-04 0.793 0.428653
## PC1806 1.520e-04 2.767e-04 0.549 0.583283
## PC1807 -4.156e-04 2.622e-04 -1.585 0.114083
## PC1808 -7.620e-04 2.542e-04 -2.998 0.002943 **
## PC1809 3.680e-04 2.555e-04 1.440 0.150797
## PC1810 5.455e-04 2.606e-04 2.093 0.037170 *
## PC1811 1.247e-04 2.805e-04 0.444 0.657049
## PC1812 2.108e-04 2.436e-04 0.865 0.387551
## PC1813 1.745e-04 2.507e-04 0.696 0.486790
## PC1814 8.355e-06 2.591e-04 0.032 0.974300
## PC1815 4.108e-05 2.587e-04 0.159 0.873923
## PC1816 -9.442e-05 2.555e-04 -0.370 0.711967
## PC1817 -4.149e-04 2.583e-04 -1.606 0.109232
## PC1818 8.227e-05 2.616e-04 0.315 0.753331
## PC1819 -4.670e-05 2.546e-04 -0.183 0.854564
## PC1820 4.560e-05 2.703e-04 0.169 0.866125
## PC1821 -1.367e-04 2.580e-04 -0.530 0.596569
## PC1822 -3.403e-04 2.541e-04 -1.339 0.181445
## PC1823 1.619e-04 2.561e-04 0.632 0.527617
## PC1824 -2.566e-04 2.554e-04 -1.004 0.315965
## PC1825 6.060e-04 2.489e-04 2.435 0.015456 *
## PC1826 -6.348e-05 2.783e-04 -0.228 0.819682
## PC1827 2.075e-04 2.510e-04 0.827 0.409105
## PC1828 -5.891e-05 2.752e-04 -0.214 0.830663
## PC1829 2.192e-04 2.596e-04 0.845 0.399050
## PC1830 -7.844e-04 2.775e-04 -2.826 0.005020 **
## PC1831 -5.145e-04 2.481e-04 -2.073 0.038985 *
## PC1832 -1.532e-04 2.666e-04 -0.575 0.565794
## PC1833 7.177e-05 2.762e-04 0.260 0.795146
## PC1834 1.195e-04 2.569e-04 0.465 0.642053
## PC1835 1.957e-04 2.611e-04 0.750 0.454115
## PC1836 8.944e-04 2.574e-04 3.475 0.000586 ***
## PC1837 -3.228e-04 2.629e-04 -1.228 0.220387
## PC1838 1.154e-04 2.653e-04 0.435 0.663987
## PC1839 3.501e-04 2.423e-04 1.445 0.149457
## PC1840 1.638e-04 2.502e-04 0.655 0.513093
## PC1841 6.105e-04 2.529e-04 2.414 0.016385 *
## PC1842 -9.047e-04 2.676e-04 -3.381 0.000816 ***
## PC1843 -4.272e-04 2.577e-04 -1.658 0.098348 .
## PC1844 -4.103e-04 2.674e-04 -1.535 0.125935
## PC1845 -1.792e-04 2.647e-04 -0.677 0.498888
## PC1846 -2.512e-04 2.722e-04 -0.923 0.356726
## PC1847 -7.698e-04 2.675e-04 -2.878 0.004287 **
## PC1848 1.017e-04 2.589e-04 0.393 0.694792
## PC1849 -9.124e-05 2.704e-04 -0.337 0.736055
## PC1850 1.387e-04 2.607e-04 0.532 0.595137
## PC1851 4.435e-05 2.575e-04 0.172 0.863348
## PC1852 1.323e-04 2.446e-04 0.541 0.589064
## PC1853 -3.220e-04 2.571e-04 -1.253 0.211343
## PC1854 -5.372e-04 2.564e-04 -2.095 0.036967 *
## PC1855 -1.099e-03 2.686e-04 -4.090 5.52e-05 ***
## PC1856 -4.804e-04 2.749e-04 -1.748 0.081496 .
## PC1857 -3.377e-04 2.602e-04 -1.298 0.195339
## PC1858 1.865e-04 2.633e-04 0.708 0.479233
## PC1859 -3.029e-04 2.617e-04 -1.157 0.247999
## PC1860 5.148e-04 2.440e-04 2.110 0.035682 *
## PC1861 -2.250e-04 2.636e-04 -0.853 0.394078
## PC1862 -5.089e-05 2.509e-04 -0.203 0.839417
## PC1863 -9.047e-05 2.558e-04 -0.354 0.723808
## PC1864 1.389e-04 2.582e-04 0.538 0.591060
## PC1865 5.831e-05 2.668e-04 0.219 0.827151
## PC1866 6.106e-04 2.495e-04 2.447 0.014974 *
## PC1867 4.548e-05 2.701e-04 0.168 0.866400
## PC1868 -1.619e-04 2.611e-04 -0.620 0.535757
## PC1869 -9.535e-05 2.376e-04 -0.401 0.688476
## PC1870 -2.442e-04 2.628e-04 -0.929 0.353612
## PC1871 -5.521e-04 2.564e-04 -2.153 0.032071 *
## PC1872 4.897e-04 2.628e-04 1.863 0.063385 .
## PC1873 4.794e-05 2.613e-04 0.183 0.854550
## PC1874 4.849e-04 2.554e-04 1.899 0.058553 .
## PC1875 -8.165e-05 2.381e-04 -0.343 0.731923
## PC1876 -5.140e-04 2.679e-04 -1.919 0.055966 .
## PC1877 -1.777e-05 2.703e-04 -0.066 0.947634
## PC1878 3.338e-05 2.594e-04 0.129 0.897720
## PC1879 -4.008e-04 2.585e-04 -1.550 0.122079
## PC1880 2.869e-04 2.545e-04 1.127 0.260424
## PC1881 1.024e-04 2.500e-04 0.410 0.682425
## PC1882 2.753e-04 2.442e-04 1.127 0.260453
## PC1883 5.737e-04 2.628e-04 2.183 0.029804 *
## PC1884 1.917e-04 2.499e-04 0.767 0.443686
## PC1885 -1.334e-04 2.653e-04 -0.503 0.615407
## PC1886 3.088e-04 2.821e-04 1.095 0.274480
## PC1887 2.038e-05 2.566e-04 0.079 0.936772
## PC1888 2.378e-04 2.673e-04 0.890 0.374349
## PC1889 -3.952e-05 2.398e-04 -0.165 0.869180
## PC1890 -5.254e-04 2.636e-04 -1.993 0.047147 *
## PC1891 5.785e-04 2.561e-04 2.259 0.024622 *
## PC1892 2.475e-04 2.490e-04 0.994 0.320835
## PC1893 -4.459e-04 2.508e-04 -1.778 0.076417 .
## PC1894 -3.376e-04 2.599e-04 -1.299 0.195044
## PC1895 1.088e-04 2.547e-04 0.427 0.669628
## PC1896 1.360e-04 2.518e-04 0.540 0.589641
## PC1897 -5.233e-04 2.633e-04 -1.988 0.047710 *
## PC1898 -2.873e-04 2.776e-04 -1.035 0.301591
## PC1899 7.546e-04 2.643e-04 2.856 0.004592 **
## PC1900 -4.021e-04 2.414e-04 -1.665 0.096866 .
## PC1901 -3.575e-05 2.548e-04 -0.140 0.888513
## PC1902 -1.643e-05 2.625e-04 -0.063 0.950151
## PC1903 7.159e-05 2.769e-04 0.259 0.796185
## PC1904 -4.479e-05 2.601e-04 -0.172 0.863396
## PC1905 2.749e-04 2.461e-04 1.117 0.264764
## PC1906 2.989e-04 2.720e-04 1.099 0.272652
## PC1907 4.394e-04 2.687e-04 1.635 0.103012
## PC1908 1.444e-04 2.757e-04 0.524 0.600773
## PC1909 -6.376e-06 2.679e-04 -0.024 0.981030
## PC1910 4.408e-04 2.635e-04 1.673 0.095409 .
## PC1911 8.822e-05 2.636e-04 0.335 0.738071
## PC1912 1.244e-05 2.586e-04 0.048 0.961675
## PC1913 -7.905e-05 2.505e-04 -0.316 0.752510
## PC1914 -6.690e-04 2.680e-04 -2.496 0.013092 *
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## PC1916 3.094e-05 2.655e-04 0.117 0.907312
## PC1917 3.619e-04 2.579e-04 1.403 0.161647
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## PC1919 4.081e-04 2.485e-04 1.642 0.101652
## PC1920 2.636e-04 2.752e-04 0.958 0.338886
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## PC1922 3.061e-04 2.748e-04 1.114 0.266215
## PC1923 2.273e-04 2.567e-04 0.886 0.376442
## PC1924 3.687e-05 2.633e-04 0.140 0.888730
## PC1925 -4.501e-04 2.443e-04 -1.843 0.066367 .
## PC1926 1.408e-04 2.907e-04 0.484 0.628525
## PC1927 2.885e-04 2.682e-04 1.075 0.283014
## PC1928 2.237e-04 2.868e-04 0.780 0.435991
## PC1929 -2.838e-04 2.615e-04 -1.085 0.278710
## PC1930 -6.946e-04 2.640e-04 -2.631 0.008958 **
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## PC1932 2.263e-04 2.613e-04 0.866 0.387139
## PC1933 -3.614e-04 2.622e-04 -1.378 0.169209
## PC1934 6.942e-05 2.501e-04 0.278 0.781546
## PC1935 2.114e-04 2.709e-04 0.781 0.435682
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## PC1937 1.630e-04 2.762e-04 0.590 0.555472
## PC1938 1.445e-04 2.567e-04 0.563 0.573858
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## PC1941 1.124e-04 2.569e-04 0.437 0.662109
## PC1942 2.635e-04 2.689e-04 0.980 0.327796
## PC1943 3.770e-04 2.517e-04 1.498 0.135216
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## PC1946 -6.920e-05 2.628e-04 -0.263 0.792480
## PC1947 5.942e-04 2.818e-04 2.108 0.035820 *
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## PC1950 1.406e-04 2.585e-04 0.544 0.587005
## PC1951 2.331e-04 2.804e-04 0.831 0.406576
## PC1952 6.177e-05 2.753e-04 0.224 0.822624
## PC1953 1.233e-04 2.527e-04 0.488 0.626092
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## PC1959 -3.194e-04 2.704e-04 -1.181 0.238479
## PC1960 5.672e-04 2.444e-04 2.321 0.020974 *
## PC1961 -1.956e-04 2.475e-04 -0.790 0.430015
## PC1962 -5.419e-04 2.632e-04 -2.059 0.040359 *
## PC1963 -1.354e-04 2.504e-04 -0.541 0.588925
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## PC1965 -1.903e-04 2.414e-04 -0.788 0.431151
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## PC1967 4.253e-04 2.656e-04 1.601 0.110431
## PC1968 1.372e-04 2.441e-04 0.562 0.574440
## PC1969 2.663e-04 2.600e-04 1.024 0.306638
## PC1970 -2.066e-04 2.711e-04 -0.762 0.446516
## PC1971 2.270e-04 2.737e-04 0.829 0.407513
## PC1972 -5.473e-04 2.590e-04 -2.113 0.035375 *
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## PC1974 -3.522e-04 2.702e-04 -1.304 0.193278
## PC1975 1.656e-04 2.587e-04 0.640 0.522530
## PC1976 -3.767e-04 2.725e-04 -1.382 0.167870
## PC1977 1.494e-04 2.660e-04 0.562 0.574731
## PC1978 8.833e-04 2.649e-04 3.335 0.000960 ***
## PC1979 2.870e-04 2.573e-04 1.116 0.265460
## PC1980 4.392e-04 2.536e-04 1.732 0.084351 .
## PC1981 4.864e-04 2.456e-04 1.981 0.048550 *
## PC1982 4.745e-04 2.775e-04 1.710 0.088298 .
## PC1983 3.287e-04 2.639e-04 1.246 0.213811
## PC1984 4.390e-04 2.486e-04 1.766 0.078400 .
## PC1985 -1.822e-04 2.612e-04 -0.698 0.485878
## PC1986 -8.208e-05 2.465e-04 -0.333 0.739386
## PC1987 7.231e-04 2.559e-04 2.825 0.005037 **
## PC1988 5.427e-04 2.638e-04 2.057 0.040494 *
## PC1989 -3.808e-04 2.691e-04 -1.415 0.158161
## PC1990 2.944e-04 2.626e-04 1.121 0.263153
## PC1991 -1.780e-04 2.637e-04 -0.675 0.500262
## PC1992 6.661e-05 2.670e-04 0.249 0.803175
## PC1993 -4.806e-05 2.742e-04 -0.175 0.860994
## PC1994 -3.154e-04 2.570e-04 -1.227 0.220701
## PC1995 8.876e-05 2.639e-04 0.336 0.736827
## PC1996 -2.115e-04 2.615e-04 -0.809 0.419294
## PC1997 -2.592e-04 2.708e-04 -0.957 0.339210
## PC1998 2.278e-04 2.639e-04 0.863 0.388843
## PC1999 -3.135e-04 2.609e-04 -1.202 0.230391
## PC2000 -1.181e-04 2.555e-04 -0.462 0.644274
## PC2001 2.344e-04 2.546e-04 0.921 0.357989
## PC2002 1.821e-04 2.688e-04 0.678 0.498495
## PC2003 1.789e-05 2.678e-04 0.067 0.946781
## PC2004 4.145e-04 2.633e-04 1.574 0.116434
## PC2005 -2.132e-04 2.596e-04 -0.821 0.412069
## PC2006 -1.780e-04 2.517e-04 -0.707 0.480095
## PC2007 1.927e-04 2.732e-04 0.705 0.481247
## PC2008 -1.124e-04 2.673e-04 -0.420 0.674443
## PC2009 -3.755e-04 2.707e-04 -1.387 0.166444
## PC2010 -3.202e-04 2.545e-04 -1.258 0.209290
## PC2011 -6.107e-04 2.636e-04 -2.316 0.021199 *
## PC2012 -7.897e-06 2.649e-04 -0.030 0.976233
## PC2013 -4.332e-04 2.572e-04 -1.684 0.093214 .
## PC2014 -1.061e-04 2.609e-04 -0.407 0.684414
## PC2015 2.434e-04 2.455e-04 0.991 0.322344
## PC2016 -2.840e-04 2.398e-04 -1.184 0.237264
## PC2017 -3.576e-04 2.490e-04 -1.436 0.151932
## PC2018 -3.444e-04 2.621e-04 -1.314 0.189705
## PC2019 8.733e-05 2.582e-04 0.338 0.735426
## PC2020 -2.036e-04 2.649e-04 -0.769 0.442582
## PC2021 5.753e-04 2.733e-04 2.105 0.036136 *
## PC2022 -3.360e-04 2.501e-04 -1.343 0.180219
## PC2023 -2.127e-04 2.576e-04 -0.826 0.409541
## PC2024 -4.322e-05 2.815e-04 -0.154 0.878055
## PC2025 -5.056e-04 2.578e-04 -1.961 0.050792 .
## PC2026 -3.201e-04 2.906e-04 -1.101 0.271605
## PC2027 3.712e-04 2.498e-04 1.486 0.138406
## PC2028 3.040e-04 2.566e-04 1.185 0.236932
## PC2029 -1.080e-04 2.604e-04 -0.415 0.678693
## PC2030 3.964e-04 2.615e-04 1.516 0.130621
## PC2031 -1.765e-04 2.683e-04 -0.658 0.511147
## PC2032 3.866e-05 2.801e-04 0.138 0.890283
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## PC2034 2.462e-04 2.738e-04 0.899 0.369256
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## PC2036 1.362e-04 2.749e-04 0.495 0.620744
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## PC2039 4.367e-04 2.719e-04 1.606 0.109318
## PC2040 -2.535e-04 2.815e-04 -0.901 0.368496
## PC2041 -4.386e-05 2.593e-04 -0.169 0.865780
## PC2042 7.874e-05 2.689e-04 0.293 0.769822
## PC2043 4.698e-05 2.661e-04 0.177 0.859981
## PC2044 4.125e-04 2.672e-04 1.544 0.123715
## PC2045 3.204e-04 2.711e-04 1.182 0.238141
## PC2046 -2.111e-04 2.922e-04 -0.723 0.470527
## PC2047 4.937e-04 2.649e-04 1.864 0.063280 .
## PC2048 4.277e-04 2.563e-04 1.669 0.096144 .
## PC2049 2.811e-04 2.471e-04 1.138 0.256169
## PC2050 -3.459e-04 2.753e-04 -1.256 0.210000
## PC2051 1.628e-04 2.603e-04 0.626 0.532062
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## PC2053 3.449e-04 2.839e-04 1.215 0.225457
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## PC2056 3.275e-04 2.653e-04 1.235 0.217845
## PC2057 4.101e-04 2.555e-04 1.605 0.109509
## PC2058 2.949e-04 2.661e-04 1.108 0.268643
## PC2059 9.799e-05 2.560e-04 0.383 0.702183
## PC2060 5.819e-04 2.667e-04 2.182 0.029877 *
## PC2061 5.321e-04 2.639e-04 2.017 0.044629 *
## PC2062 8.323e-05 2.688e-04 0.310 0.757075
## PC2063 -6.233e-05 2.820e-04 -0.221 0.825211
## PC2064 9.428e-05 2.693e-04 0.350 0.726543
## PC2065 -5.212e-04 2.603e-04 -2.003 0.046107 *
## PC2066 -1.915e-04 2.627e-04 -0.729 0.466607
## PC2067 4.668e-04 2.598e-04 1.797 0.073353 .
## PC2068 1.183e-04 2.581e-04 0.459 0.646918
## PC2069 -6.014e-04 2.641e-04 -2.277 0.023471 *
## PC2070 -3.656e-04 2.604e-04 -1.404 0.161384
## PC2071 1.150e-04 2.842e-04 0.405 0.686045
## PC2072 -1.740e-04 2.485e-04 -0.700 0.484515
## PC2073 -1.832e-04 2.741e-04 -0.668 0.504382
## PC2074 -2.895e-04 2.445e-04 -1.184 0.237286
## PC2075 -6.135e-05 2.780e-04 -0.221 0.825520
## PC2076 4.439e-04 2.487e-04 1.785 0.075330 .
## PC2077 -3.413e-04 2.604e-04 -1.311 0.190907
## PC2078 1.645e-05 2.729e-04 0.060 0.951973
## PC2079 -8.677e-05 2.672e-04 -0.325 0.745653
## PC2080 4.067e-04 2.691e-04 1.511 0.131746
## PC2081 5.984e-04 2.808e-04 2.131 0.033894 *
## PC2082 3.362e-05 2.577e-04 0.130 0.896296
## PC2083 -9.744e-05 2.677e-04 -0.364 0.716149
## PC2084 -1.696e-04 2.554e-04 -0.664 0.507077
## PC2085 -1.484e-04 2.695e-04 -0.550 0.582401
## PC2086 -8.223e-04 2.502e-04 -3.286 0.001135 **
## PC2087 2.399e-04 2.766e-04 0.867 0.386538
## PC2088 4.032e-04 2.639e-04 1.528 0.127635
## PC2089 1.745e-04 2.482e-04 0.703 0.482504
## PC2090 -3.797e-05 2.749e-04 -0.138 0.890242
## PC2091 2.460e-05 2.479e-04 0.099 0.921022
## PC2092 -3.983e-04 2.450e-04 -1.626 0.105081
## PC2093 -2.534e-04 2.575e-04 -0.984 0.325754
## PC2094 5.862e-04 2.737e-04 2.142 0.033010 *
## PC2095 1.854e-04 2.663e-04 0.696 0.486919
## PC2096 -2.241e-04 2.515e-04 -0.891 0.373619
## PC2097 -1.032e-04 2.501e-04 -0.413 0.680008
## PC2098 -4.109e-04 2.912e-04 -1.411 0.159350
## PC2099 -3.328e-04 2.607e-04 -1.277 0.202650
## PC2100 2.682e-04 2.720e-04 0.986 0.324846
## PC2101 3.245e-04 2.619e-04 1.239 0.216249
## PC2102 2.075e-04 2.593e-04 0.800 0.424280
## PC2103 -2.236e-04 2.914e-04 -0.767 0.443556
## PC2104 9.465e-05 2.538e-04 0.373 0.709485
## PC2105 -3.851e-04 2.718e-04 -1.417 0.157565
## PC2106 6.731e-04 2.587e-04 2.601 0.009740 **
## PC2107 8.415e-05 2.837e-04 0.297 0.766973
## PC2108 9.112e-04 2.655e-04 3.432 0.000682 ***
## PC2109 -2.378e-04 2.584e-04 -0.920 0.358056
## PC2110 -2.384e-04 2.790e-04 -0.855 0.393465
## PC2111 3.154e-05 2.725e-04 0.116 0.907920
## PC2112 -1.119e-05 2.670e-04 -0.042 0.966600
## PC2113 8.797e-05 2.494e-04 0.353 0.724594
## PC2114 7.698e-05 2.832e-04 0.272 0.785951
## PC2115 -3.426e-04 2.686e-04 -1.275 0.203164
## PC2116 3.570e-07 2.676e-04 0.001 0.998936
## PC2117 1.021e-04 2.830e-04 0.361 0.718592
## PC2118 1.308e-04 2.428e-04 0.539 0.590362
## PC2119 6.407e-04 2.706e-04 2.368 0.018530 *
## PC2120 9.039e-05 2.648e-04 0.341 0.733057
## PC2121 -3.090e-04 2.721e-04 -1.136 0.256939
## PC2122 8.306e-05 2.640e-04 0.315 0.753309
## PC2123 2.503e-04 2.606e-04 0.961 0.337494
## PC2124 -2.531e-04 2.785e-04 -0.909 0.364107
## PC2125 5.780e-04 2.451e-04 2.359 0.018979 *
## PC2126 -3.570e-04 2.464e-04 -1.449 0.148368
## PC2127 2.396e-05 2.740e-04 0.087 0.930382
## PC2128 -6.446e-04 2.833e-04 -2.275 0.023606 *
## PC2129 1.065e-04 2.730e-04 0.390 0.696857
## PC2130 -6.747e-04 2.723e-04 -2.478 0.013764 *
## PC2131 6.678e-04 2.720e-04 2.455 0.014637 *
## PC2132 -3.852e-04 2.839e-04 -1.357 0.175930
## PC2133 4.747e-05 2.622e-04 0.181 0.856453
## PC2134 -9.835e-06 2.692e-04 -0.037 0.970881
## PC2135 -1.450e-04 2.625e-04 -0.552 0.581104
## PC2136 -4.559e-04 2.705e-04 -1.685 0.092956 .
## PC2137 7.520e-04 2.576e-04 2.919 0.003778 **
## PC2138 -2.075e-04 2.608e-04 -0.796 0.426910
## PC2139 -3.253e-04 2.616e-04 -1.244 0.214599
## PC2140 -7.090e-04 2.644e-04 -2.682 0.007727 **
## PC2141 2.570e-04 2.864e-04 0.898 0.370153
## PC2142 -1.901e-04 2.653e-04 -0.717 0.474121
## PC2143 2.835e-04 2.833e-04 1.000 0.317897
## PC2144 4.554e-04 2.606e-04 1.747 0.081609 .
## PC2145 -9.269e-05 2.581e-04 -0.359 0.719790
## PC2146 -2.338e-04 2.636e-04 -0.887 0.375789
## PC2147 4.150e-04 2.509e-04 1.654 0.099124 .
## PC2148 -3.921e-04 2.701e-04 -1.452 0.147558
## PC2149 5.704e-04 2.827e-04 2.018 0.044514 *
## PC2150 -9.563e-05 2.349e-04 -0.407 0.684219
## PC2151 5.174e-04 2.620e-04 1.975 0.049216 *
## PC2152 2.275e-05 2.714e-04 0.084 0.933252
## PC2153 3.674e-04 2.723e-04 1.349 0.178285
## PC2154 2.931e-04 2.665e-04 1.100 0.272284
## PC2155 4.688e-04 2.726e-04 1.719 0.086555 .
## PC2156 9.006e-06 2.738e-04 0.033 0.973780
## PC2157 -8.348e-05 2.697e-04 -0.310 0.757108
## PC2158 -1.052e-05 2.703e-04 -0.039 0.968963
## PC2159 6.964e-04 2.684e-04 2.595 0.009919 **
## PC2160 8.331e-04 2.716e-04 3.068 0.002350 **
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## PC2162 -1.387e-04 2.902e-04 -0.478 0.632983
## PC2163 -6.289e-04 2.729e-04 -2.305 0.021846 *
## PC2164 1.492e-04 2.662e-04 0.561 0.575535
## PC2165 -3.986e-04 2.637e-04 -1.511 0.131720
## PC2166 7.274e-05 2.808e-04 0.259 0.795785
## PC2167 -1.710e-05 2.486e-04 -0.069 0.945204
## PC2168 3.980e-04 2.721e-04 1.463 0.144534
## PC2169 7.636e-05 2.720e-04 0.281 0.779078
## PC2170 -3.563e-05 2.682e-04 -0.133 0.894407
## PC2171 1.636e-05 2.466e-04 0.066 0.947151
## PC2172 4.882e-05 2.795e-04 0.175 0.861465
## PC2173 -7.380e-04 2.698e-04 -2.736 0.006594 **
## PC2174 6.985e-05 2.811e-04 0.248 0.803938
## PC2175 2.607e-04 2.750e-04 0.948 0.343957
## PC2176 4.779e-04 2.582e-04 1.850 0.065221 .
## PC2177 -3.062e-04 2.635e-04 -1.162 0.246008
## PC2178 7.684e-05 2.649e-04 0.290 0.771965
## PC2179 2.203e-04 2.773e-04 0.794 0.427549
## PC2180 -5.151e-04 2.683e-04 -1.920 0.055840 .
## PC2181 -2.106e-04 2.741e-04 -0.768 0.442865
## PC2182 9.231e-05 2.884e-04 0.320 0.749145
## PC2183 -4.233e-04 2.530e-04 -1.673 0.095408 .
## PC2184 3.028e-04 2.773e-04 1.092 0.275682
## PC2185 -1.746e-04 2.550e-04 -0.685 0.494140
## PC2186 8.984e-05 2.622e-04 0.343 0.732069
## PC2187 4.343e-04 2.473e-04 1.757 0.080006 .
## PC2188 -3.712e-04 2.787e-04 -1.332 0.183844
## PC2189 -1.221e-04 2.685e-04 -0.455 0.649653
## PC2190 7.572e-04 2.819e-04 2.686 0.007621 **
## PC2191 -1.269e-04 2.576e-04 -0.493 0.622639
## PC2192 2.041e-04 2.589e-04 0.788 0.431175
## PC2193 -1.065e-04 2.783e-04 -0.383 0.702201
## PC2194 8.850e-04 2.709e-04 3.267 0.001210 **
## PC2195 1.595e-04 2.687e-04 0.594 0.553197
## PC2196 -1.411e-04 2.650e-04 -0.532 0.594848
## PC2197 3.757e-04 2.698e-04 1.393 0.164717
## PC2198 5.379e-05 2.702e-04 0.199 0.842352
## PC2199 -7.557e-04 2.796e-04 -2.703 0.007258 **
## PC2200 4.973e-04 2.702e-04 1.840 0.066675 .
## PC2201 -1.049e-04 2.761e-04 -0.380 0.704250
## PC2202 -3.067e-04 2.498e-04 -1.228 0.220485
## PC2203 -3.047e-04 2.556e-04 -1.192 0.234170
## PC2204 1.003e-04 2.650e-04 0.378 0.705485
## PC2205 1.068e-04 2.790e-04 0.383 0.702056
## PC2206 4.874e-04 2.570e-04 1.896 0.058871 .
## PC2207 -2.254e-04 2.708e-04 -0.833 0.405732
## PC2208 1.113e-04 2.651e-04 0.420 0.674838
## PC2209 1.141e-04 2.850e-04 0.400 0.689346
## PC2210 1.893e-04 2.582e-04 0.733 0.464187
## PC2211 -1.111e-04 2.570e-04 -0.432 0.665880
## PC2212 4.570e-04 2.482e-04 1.841 0.066594 .
## PC2213 -4.156e-04 2.507e-04 -1.658 0.098399 .
## PC2214 -1.075e-04 2.676e-04 -0.402 0.688234
## PC2215 1.488e-04 2.738e-04 0.544 0.587110
## PC2216 -6.019e-04 2.528e-04 -2.381 0.017860 *
## PC2217 -4.490e-04 2.635e-04 -1.704 0.089384 .
## PC2218 -4.336e-04 2.682e-04 -1.617 0.107003
## PC2219 -4.264e-04 2.538e-04 -1.680 0.093995 .
## PC2220 -4.261e-04 2.712e-04 -1.572 0.117098
## PC2221 -4.672e-04 2.677e-04 -1.745 0.081944 .
## PC2222 2.558e-04 2.643e-04 0.968 0.333876
## PC2223 -1.862e-04 2.756e-04 -0.676 0.499856
## PC2224 -1.717e-04 2.694e-04 -0.637 0.524294
## PC2225 -4.729e-04 2.749e-04 -1.720 0.086401 .
## PC2226 -2.030e-05 2.776e-04 -0.073 0.941750
## PC2227 -8.493e-04 2.762e-04 -3.075 0.002294 **
## PC2228 -4.710e-05 2.830e-04 -0.166 0.867895
## PC2229 -1.239e-04 2.880e-04 -0.430 0.667301
## PC2230 5.482e-05 2.734e-04 0.201 0.841195
## PC2231 3.163e-05 2.682e-04 0.118 0.906212
## PC2232 6.579e-04 2.543e-04 2.587 0.010136 *
## PC2233 2.462e-04 2.668e-04 0.923 0.356871
## PC2234 1.977e-04 2.628e-04 0.752 0.452430
## PC2235 -2.238e-04 2.492e-04 -0.898 0.369827
## PC2236 -2.522e-04 2.715e-04 -0.929 0.353590
## PC2237 -1.006e-04 2.674e-04 -0.376 0.707110
## PC2238 -3.004e-04 2.816e-04 -1.067 0.286984
## PC2239 6.725e-04 2.714e-04 2.478 0.013754 *
## PC2240 -1.950e-05 2.618e-04 -0.074 0.940662
## PC2241 -2.187e-04 2.919e-04 -0.749 0.454417
## PC2242 4.537e-04 2.757e-04 1.646 0.100884
## PC2243 -1.320e-04 2.689e-04 -0.491 0.623929
## PC2244 -2.391e-04 2.894e-04 -0.826 0.409395
## PC2245 -2.128e-05 2.831e-04 -0.075 0.940139
## PC2246 -6.340e-04 2.665e-04 -2.379 0.017964 *
## PC2247 6.605e-04 2.726e-04 2.423 0.015989 *
## PC2248 -4.836e-04 2.738e-04 -1.766 0.078345 .
## PC2249 -5.978e-04 2.746e-04 -2.177 0.030241 *
## PC2250 -1.806e-04 2.725e-04 -0.663 0.507889
## PC2251 3.394e-04 2.569e-04 1.321 0.187509
## PC2252 -4.726e-04 2.771e-04 -1.706 0.089124 .
## PC2253 -6.140e-04 2.904e-04 -2.115 0.035285 *
## PC2254 7.024e-04 2.646e-04 2.655 0.008360 **
## PC2255 3.870e-04 2.761e-04 1.402 0.162013
## PC2256 2.093e-04 2.691e-04 0.778 0.437199
## PC2257 -1.552e-04 2.689e-04 -0.577 0.564190
## PC2258 2.540e-04 2.721e-04 0.933 0.351441
## PC2259 8.743e-05 2.829e-04 0.309 0.757470
## PC2260 -4.249e-04 2.702e-04 -1.573 0.116871
## PC2261 -6.281e-04 2.802e-04 -2.241 0.025729 *
## PC2262 -1.409e-04 2.543e-04 -0.554 0.580061
## PC2263 2.654e-04 2.932e-04 0.905 0.366042
## PC2264 1.945e-04 2.729e-04 0.713 0.476608
## PC2265 3.734e-04 2.714e-04 1.376 0.169876
## PC2266 -1.396e-04 2.730e-04 -0.511 0.609488
## PC2267 2.518e-04 2.600e-04 0.968 0.333597
## PC2268 1.372e-04 2.677e-04 0.513 0.608589
## PC2269 7.066e-04 2.694e-04 2.623 0.009150 **
## PC2270 -6.030e-04 2.750e-04 -2.193 0.029075 *
## PC2271 -1.916e-04 2.692e-04 -0.712 0.477178
## PC2272 4.226e-05 2.629e-04 0.161 0.872411
## PC2273 3.087e-04 2.698e-04 1.144 0.253546
## PC2274 3.340e-04 2.775e-04 1.204 0.229659
## PC2275 -3.630e-04 2.633e-04 -1.379 0.169053
## PC2276 -3.373e-04 2.674e-04 -1.262 0.208083
## PC2277 -3.121e-04 2.706e-04 -1.153 0.249647
## PC2278 7.379e-04 2.546e-04 2.898 0.004031 **
## PC2279 -8.792e-05 2.647e-04 -0.332 0.739996
## PC2280 4.425e-04 2.881e-04 1.536 0.125540
## PC2281 -4.069e-04 2.689e-04 -1.513 0.131282
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## PC2283 -3.109e-04 2.581e-04 -1.205 0.229300
## PC2284 -3.413e-04 2.875e-04 -1.187 0.236090
## PC2285 1.088e-04 2.829e-04 0.385 0.700669
## PC2286 -3.524e-05 2.800e-04 -0.126 0.899909
## PC2287 -1.579e-04 2.859e-04 -0.552 0.581233
## PC2288 8.629e-06 2.763e-04 0.031 0.975102
## PC2289 2.794e-04 2.810e-04 0.994 0.320984
## PC2290 7.417e-04 3.012e-04 2.462 0.014367 *
## PC2291 7.508e-05 2.721e-04 0.276 0.782799
## PC2292 -2.033e-04 2.645e-04 -0.769 0.442764
## PC2293 6.513e-04 2.804e-04 2.322 0.020876 *
## PC2294 -3.546e-04 2.625e-04 -1.351 0.177812
## PC2295 -3.365e-04 2.768e-04 -1.216 0.225008
## PC2296 -3.923e-04 2.743e-04 -1.430 0.153613
## PC2297 2.612e-05 2.625e-04 0.100 0.920780
## PC2298 1.292e-04 3.023e-04 0.427 0.669467
## PC2299 -4.028e-05 2.512e-04 -0.160 0.872722
## PC2300 1.500e-04 2.723e-04 0.551 0.582138
## PC2301 1.125e-04 2.577e-04 0.437 0.662783
## PC2302 -4.592e-04 2.583e-04 -1.778 0.076444 .
## PC2303 3.273e-04 2.862e-04 1.143 0.253772
## PC2304 -2.672e-04 2.696e-04 -0.991 0.322482
## PC2305 -1.763e-04 2.698e-04 -0.653 0.514062
## PC2306 -4.172e-04 2.680e-04 -1.557 0.120517
## PC2307 5.234e-04 2.689e-04 1.946 0.052527 .
## PC2308 -4.430e-04 2.896e-04 -1.530 0.127127
## PC2309 2.491e-04 2.831e-04 0.880 0.379662
## PC2310 -1.239e-04 2.670e-04 -0.464 0.642875
## PC2311 1.993e-05 2.775e-04 0.072 0.942811
## PC2312 -1.974e-04 2.777e-04 -0.711 0.477792
## PC2313 -3.212e-04 2.886e-04 -1.113 0.266696
## PC2314 8.509e-07 2.731e-04 0.003 0.997516
## PC2315 3.679e-05 2.507e-04 0.147 0.883411
## PC2316 -4.510e-04 2.618e-04 -1.723 0.085990 .
## PC2317 -4.387e-04 2.748e-04 -1.596 0.111509
## PC2318 2.233e-04 2.716e-04 0.822 0.411620
## PC2319 -1.569e-04 2.647e-04 -0.593 0.553733
## PC2320 1.814e-04 2.670e-04 0.679 0.497513
## PC2321 -4.644e-04 2.740e-04 -1.695 0.091161 .
## PC2322 -1.034e-04 2.879e-04 -0.359 0.719749
## PC2323 -4.428e-04 2.704e-04 -1.637 0.102606
## PC2324 -2.630e-04 2.704e-04 -0.973 0.331499
## PC2325 5.185e-04 2.972e-04 1.745 0.081996 .
## PC2326 -5.393e-04 2.703e-04 -1.995 0.046938 *
## PC2327 8.565e-04 2.620e-04 3.269 0.001201 **
## PC2328 2.644e-04 2.697e-04 0.980 0.327674
## PC2329 8.427e-05 2.696e-04 0.313 0.754816
## PC2330 1.748e-04 2.819e-04 0.620 0.535551
## PC2331 1.624e-04 2.560e-04 0.634 0.526384
## PC2332 5.352e-04 2.875e-04 1.862 0.063586 .
## PC2333 4.905e-04 2.677e-04 1.833 0.067845 .
## PC2334 -1.432e-04 2.844e-04 -0.504 0.614935
## PC2335 1.678e-04 2.786e-04 0.602 0.547525
## PC2336 -2.665e-04 2.761e-04 -0.965 0.335266
## PC2337 -1.982e-04 2.591e-04 -0.765 0.444961
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## PC2339 -3.994e-04 2.712e-04 -1.473 0.141911
## PC2340 2.596e-04 2.941e-04 0.883 0.378177
## PC2341 2.648e-04 2.802e-04 0.945 0.345347
## PC2342 5.337e-04 2.648e-04 2.016 0.044697 *
## PC2343 -2.771e-04 2.624e-04 -1.056 0.291839
## PC2344 -1.103e-04 2.589e-04 -0.426 0.670305
## PC2345 1.964e-05 2.763e-04 0.071 0.943384
## PC2346 1.810e-04 2.714e-04 0.667 0.505219
## PC2347 -8.305e-05 2.793e-04 -0.297 0.766428
## PC2348 2.986e-04 2.801e-04 1.066 0.287235
## PC2349 9.840e-05 2.916e-04 0.337 0.736044
## PC2350 3.664e-04 2.515e-04 1.457 0.146253
## PC2351 2.647e-04 2.523e-04 1.049 0.294870
## PC2352 2.533e-04 2.531e-04 1.001 0.317741
## PC2353 -8.863e-06 2.759e-04 -0.032 0.974397
## PC2354 -2.892e-04 2.515e-04 -1.150 0.251220
## PC2355 1.758e-04 2.845e-04 0.618 0.537227
## PC2356 -1.963e-04 2.605e-04 -0.754 0.451623
## PC2357 -4.901e-05 2.693e-04 -0.182 0.855730
## PC2358 3.279e-04 2.772e-04 1.183 0.237852
## PC2359 -2.350e-04 2.673e-04 -0.879 0.380106
## PC2360 -4.887e-04 2.555e-04 -1.913 0.056717 .
## PC2361 -2.917e-05 2.710e-04 -0.108 0.914345
## PC2362 7.216e-04 2.919e-04 2.472 0.013974 *
## PC2363 -4.732e-04 2.725e-04 -1.736 0.083522 .
## PC2364 -3.029e-04 2.684e-04 -1.129 0.259945
## PC2365 7.714e-04 2.919e-04 2.643 0.008652 **
## PC2366 8.253e-05 2.616e-04 0.315 0.752604
## PC2367 -3.188e-04 2.661e-04 -1.198 0.231928
## PC2368 -5.696e-04 2.836e-04 -2.009 0.045448 *
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## PC2370 3.600e-04 2.899e-04 1.242 0.215286
## PC2371 -2.991e-04 2.740e-04 -1.092 0.275821
## PC2372 -9.506e-05 2.752e-04 -0.345 0.730059
## PC2373 9.585e-07 2.848e-04 0.003 0.997317
## PC2374 -8.175e-06 2.674e-04 -0.031 0.975631
## PC2375 -3.377e-04 2.766e-04 -1.221 0.223201
## PC2376 1.750e-04 2.786e-04 0.628 0.530476
## PC2377 4.409e-04 2.540e-04 1.735 0.083702 .
## PC2378 3.181e-04 2.834e-04 1.123 0.262428
## PC2379 2.660e-04 2.627e-04 1.013 0.311975
## PC2380 1.082e-04 2.776e-04 0.390 0.696897
## PC2381 -2.652e-04 2.938e-04 -0.903 0.367451
## PC2382 1.221e-04 2.617e-04 0.467 0.641023
## PC2383 3.200e-04 2.827e-04 1.132 0.258459
## PC2384 -6.438e-04 2.559e-04 -2.516 0.012383 *
## PC2385 2.440e-04 2.821e-04 0.865 0.387780
## PC2386 -1.998e-04 2.707e-04 -0.738 0.461197
## PC2387 -9.131e-05 2.681e-04 -0.341 0.733673
## PC2388 -5.763e-04 2.806e-04 -2.054 0.040851 *
## PC2389 -4.133e-04 2.622e-04 -1.576 0.116057
## PC2390 -1.925e-04 2.796e-04 -0.689 0.491637
## PC2391 9.558e-04 3.015e-04 3.170 0.001679 **
## PC2392 -5.528e-05 2.689e-04 -0.206 0.837239
## PC2393 2.822e-04 2.715e-04 1.040 0.299343
## PC2394 -8.034e-05 2.696e-04 -0.298 0.765868
## PC2395 3.978e-04 2.693e-04 1.478 0.140572
## PC2396 -1.696e-05 2.833e-04 -0.060 0.952303
## PC2397 6.248e-04 2.930e-04 2.133 0.033766 *
## PC2398 4.744e-04 2.544e-04 1.865 0.063199 .
## PC2399 -3.655e-04 2.747e-04 -1.330 0.184389
## PC2400 -2.534e-04 2.729e-04 -0.928 0.353906
## PC2401 2.447e-04 2.616e-04 0.936 0.350249
## PC2402 -3.407e-04 2.793e-04 -1.220 0.223409
## PC2403 4.780e-04 2.827e-04 1.691 0.091829 .
## PC2404 -4.124e-04 2.780e-04 -1.483 0.139015
## PC2405 5.750e-05 2.719e-04 0.211 0.832683
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## PC2407 -1.722e-05 2.589e-04 -0.066 0.947026
## PC2408 -6.622e-04 2.785e-04 -2.378 0.018050 *
## PC2409 4.376e-04 2.752e-04 1.590 0.112817
## PC2410 -4.551e-05 2.918e-04 -0.156 0.876141
## PC2411 3.529e-04 2.751e-04 1.283 0.200544
## PC2412 -1.894e-05 2.878e-04 -0.066 0.947566
## PC2413 6.362e-05 2.632e-04 0.242 0.809179
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## PC2417 -4.476e-04 2.632e-04 -1.700 0.090074 .
## PC2418 -2.048e-04 2.747e-04 -0.745 0.456645
## PC2419 -3.318e-04 2.747e-04 -1.208 0.227982
## PC2420 4.139e-04 2.770e-04 1.494 0.136120
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## PC2422 -4.340e-04 2.704e-04 -1.605 0.109546
## PC2423 -2.998e-04 2.784e-04 -1.077 0.282378
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## PC2428 -3.676e-04 2.810e-04 -1.308 0.191892
## PC2429 1.285e-05 2.913e-04 0.044 0.964834
## PC2430 4.072e-04 2.713e-04 1.501 0.134424
## PC2431 1.170e-04 2.674e-04 0.438 0.661878
## PC2432 1.009e-03 2.892e-04 3.490 0.000554 ***
## PC2433 1.651e-04 2.865e-04 0.576 0.564807
## PC2434 1.792e-04 2.561e-04 0.700 0.484517
## PC2435 -4.878e-04 2.757e-04 -1.769 0.077823 .
## PC2436 -8.784e-04 2.637e-04 -3.331 0.000973 ***
## PC2437 1.878e-04 2.618e-04 0.718 0.473566
## PC2438 -1.124e-04 2.618e-04 -0.429 0.667895
## PC2439 1.075e-03 2.940e-04 3.656 0.000302 ***
## PC2440 1.896e-04 2.583e-04 0.734 0.463481
## PC2441 -3.551e-04 2.635e-04 -1.348 0.178724
## PC2442 6.562e-04 2.762e-04 2.376 0.018146 *
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## PC2445 -1.585e-05 2.812e-04 -0.056 0.955083
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## PC2447 4.022e-04 2.706e-04 1.487 0.138177
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## PC2449 4.337e-04 2.748e-04 1.578 0.115566
## PC2450 1.654e-05 2.946e-04 0.056 0.955273
## PC2451 2.947e-04 2.773e-04 1.063 0.288778
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## PC2455 1.990e-04 2.910e-04 0.684 0.494677
## PC2456 3.945e-04 2.901e-04 1.360 0.174968
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## PC2458 -1.106e-04 2.720e-04 -0.407 0.684488
## PC2459 -9.430e-04 2.622e-04 -3.596 0.000377 ***
## PC2460 -3.394e-04 2.835e-04 -1.197 0.232142
## PC2461 -6.630e-04 2.732e-04 -2.427 0.015818 *
## PC2462 -2.412e-04 2.922e-04 -0.826 0.409732
## PC2463 -1.365e-04 2.906e-04 -0.470 0.638891
## PC2464 2.155e-04 2.882e-04 0.748 0.455171
## PC2465 -2.901e-04 2.784e-04 -1.042 0.298183
## PC2466 1.035e-04 2.691e-04 0.385 0.700656
## PC2467 4.329e-04 2.825e-04 1.532 0.126452
## PC2468 1.554e-04 2.778e-04 0.560 0.576229
## PC2469 -2.456e-04 2.720e-04 -0.903 0.367296
## PC2470 -3.230e-04 2.748e-04 -1.175 0.240792
## PC2471 -2.377e-05 2.836e-04 -0.084 0.933273
## PC2472 -5.290e-05 2.725e-04 -0.194 0.846234
## PC2473 2.624e-04 2.833e-04 0.926 0.355210
## PC2474 -2.319e-04 2.916e-04 -0.795 0.427240
## PC2475 -5.368e-04 2.912e-04 -1.843 0.066272 .
## PC2476 -3.704e-04 2.849e-04 -1.300 0.194506
## PC2477 5.633e-04 2.864e-04 1.967 0.050089 .
## PC2478 -1.066e-04 2.828e-04 -0.377 0.706347
## PC2479 3.517e-04 2.980e-04 1.180 0.238866
## PC2480 -7.220e-04 2.844e-04 -2.538 0.011636 *
## PC2481 -1.891e-04 2.743e-04 -0.690 0.491021
## PC2482 1.900e-04 2.848e-04 0.667 0.505131
## PC2483 3.569e-04 2.784e-04 1.282 0.200787
## PC2484 1.328e-04 2.756e-04 0.482 0.630233
## PC2485 5.515e-04 2.731e-04 2.019 0.044324 *
## PC2486 -2.343e-04 2.733e-04 -0.857 0.391899
## PC2487 2.067e-04 2.766e-04 0.747 0.455483
## PC2488 -2.240e-04 2.625e-04 -0.853 0.394162
## PC2489 -7.954e-05 2.647e-04 -0.300 0.764018
## PC2490 5.832e-04 2.793e-04 2.088 0.037616 *
## PC2491 2.365e-04 2.508e-04 0.943 0.346327
## PC2492 -1.431e-05 2.916e-04 -0.049 0.960884
## PC2493 -2.684e-04 2.778e-04 -0.966 0.334796
## PC2494 -3.219e-04 2.676e-04 -1.203 0.229797
## PC2495 4.271e-04 2.867e-04 1.490 0.137353
## PC2496 1.117e-04 2.755e-04 0.405 0.685550
## PC2497 1.217e-04 2.666e-04 0.456 0.648369
## PC2498 5.088e-04 2.934e-04 1.734 0.083858 .
## PC2499 1.550e-04 2.883e-04 0.538 0.591241
## PC2500 5.155e-04 2.685e-04 1.920 0.055763 .
## PC2501 -3.601e-04 2.710e-04 -1.329 0.184964
## PC2502 3.637e-04 2.885e-04 1.261 0.208423
## PC2503 6.056e-05 2.671e-04 0.227 0.820778
## PC2504 -6.297e-04 2.867e-04 -2.196 0.028828 *
## PC2505 6.069e-04 2.790e-04 2.176 0.030355 *
## PC2506 -2.253e-04 2.820e-04 -0.799 0.425043
## PC2507 7.829e-04 2.611e-04 2.999 0.002934 **
## PC2508 -6.397e-04 2.754e-04 -2.323 0.020859 *
## PC2509 1.035e-04 2.717e-04 0.381 0.703540
## PC2510 -4.805e-04 2.711e-04 -1.772 0.077353 .
## PC2511 -3.645e-04 2.758e-04 -1.321 0.187403
## PC2512 8.153e-05 2.748e-04 0.297 0.766918
## PC2513 1.582e-04 2.788e-04 0.567 0.570989
## PC2514 -1.567e-04 2.547e-04 -0.615 0.538720
## PC2515 -2.158e-04 2.950e-04 -0.731 0.465153
## PC2516 -9.289e-06 2.668e-04 -0.035 0.972253
## PC2517 -6.114e-04 2.670e-04 -2.290 0.022714 *
## PC2518 1.855e-04 2.713e-04 0.684 0.494729
## PC2519 -1.872e-04 2.830e-04 -0.662 0.508746
## PC2520 -2.174e-04 2.822e-04 -0.771 0.441566
## PC2521 5.209e-04 2.723e-04 1.913 0.056701 .
## PC2522 -3.453e-04 2.845e-04 -1.214 0.225773
## PC2523 -1.784e-04 2.764e-04 -0.645 0.519175
## PC2524 1.131e-04 2.791e-04 0.405 0.685591
## PC2525 -3.350e-05 2.959e-04 -0.113 0.909952
## PC2526 -3.637e-04 2.768e-04 -1.314 0.189825
## PC2527 -1.752e-04 2.786e-04 -0.629 0.529823
## PC2528 8.765e-05 2.821e-04 0.311 0.756224
## PC2529 2.782e-04 2.724e-04 1.021 0.307872
## PC2530 1.236e-04 2.823e-04 0.438 0.661852
## PC2531 -3.099e-04 2.946e-04 -1.052 0.293704
## PC2532 -6.281e-04 2.702e-04 -2.324 0.020763 *
## PC2533 5.395e-04 2.909e-04 1.855 0.064635 .
## PC2534 -6.651e-04 2.742e-04 -2.426 0.015869 *
## PC2535 -3.981e-04 2.677e-04 -1.487 0.138031
## PC2536 -9.753e-05 2.783e-04 -0.350 0.726215
## PC2537 3.298e-05 2.879e-04 0.115 0.908881
## PC2538 -4.668e-04 2.710e-04 -1.723 0.085972 .
## PC2539 3.332e-04 2.808e-04 1.187 0.236350
## PC2540 5.630e-04 2.610e-04 2.157 0.031777 *
## PC2541 -2.376e-04 2.622e-04 -0.906 0.365510
## PC2542 6.700e-04 2.829e-04 2.369 0.018469 *
## PC2543 -1.331e-07 2.827e-04 0.000 0.999625
## PC2544 -7.232e-04 2.834e-04 -2.552 0.011217 *
## PC2545 1.433e-04 2.658e-04 0.539 0.590299
## PC2546 -9.447e-04 2.818e-04 -3.352 0.000904 ***
## PC2547 9.919e-05 2.731e-04 0.363 0.716755
## PC2548 6.169e-05 2.786e-04 0.221 0.824924
## PC2549 9.625e-04 2.763e-04 3.484 0.000567 ***
## PC2550 3.010e-05 2.610e-04 0.115 0.908284
## PC2551 -1.273e-04 2.792e-04 -0.456 0.648786
## PC2552 2.503e-04 2.706e-04 0.925 0.355701
## PC2553 3.403e-04 2.621e-04 1.298 0.195152
## PC2554 7.533e-05 2.710e-04 0.278 0.781238
## PC2555 6.292e-04 2.813e-04 2.237 0.026042 *
## PC2556 -8.975e-05 2.733e-04 -0.328 0.742839
## PC2557 -1.520e-04 2.703e-04 -0.562 0.574386
## PC2558 -1.265e-04 2.908e-04 -0.435 0.663829
## PC2559 -1.609e-04 2.848e-04 -0.565 0.572472
## PC2560 -2.329e-04 2.678e-04 -0.870 0.385174
## PC2561 -3.313e-04 2.757e-04 -1.202 0.230403
## PC2562 3.656e-04 2.596e-04 1.408 0.160111
## PC2563 3.956e-05 2.741e-04 0.144 0.885347
## PC2564 -7.550e-04 2.781e-04 -2.715 0.007017 **
## PC2565 -1.912e-04 2.695e-04 -0.709 0.478662
## PC2566 -1.910e-04 2.912e-04 -0.656 0.512325
## PC2567 -3.128e-04 2.602e-04 -1.202 0.230240
## PC2568 -1.017e-04 3.035e-04 -0.335 0.737760
## PC2569 -1.086e-03 2.772e-04 -3.917 0.000111 ***
## PC2570 2.383e-04 2.740e-04 0.870 0.385018
## PC2571 -4.944e-04 2.632e-04 -1.879 0.061259 .
## PC2572 -3.384e-04 2.611e-04 -1.296 0.196008
## PC2573 1.867e-04 2.678e-04 0.697 0.486275
## PC2574 -1.279e-04 2.823e-04 -0.453 0.650858
## PC2575 -2.802e-04 2.905e-04 -0.964 0.335670
## PC2576 3.490e-05 2.659e-04 0.131 0.895638
## PC2577 1.101e-04 2.731e-04 0.403 0.687176
## PC2578 8.087e-05 2.588e-04 0.313 0.754864
## PC2579 -1.661e-04 2.629e-04 -0.632 0.528056
## PC2580 -1.981e-04 2.592e-04 -0.764 0.445384
## PC2581 4.726e-04 2.567e-04 1.841 0.066579 .
## PC2582 2.776e-04 2.904e-04 0.956 0.339818
## PC2583 -1.410e-05 2.760e-04 -0.051 0.959270
## PC2584 4.575e-04 2.840e-04 1.611 0.108286
## PC2585 4.189e-04 2.700e-04 1.551 0.121865
## PC2586 -8.208e-05 2.753e-04 -0.298 0.765755
## PC2587 -7.152e-05 2.724e-04 -0.263 0.793085
## PC2588 -1.775e-04 2.766e-04 -0.642 0.521474
## PC2589 7.817e-05 2.756e-04 0.284 0.776901
## PC2590 6.563e-05 2.875e-04 0.228 0.819624
## PC2591 3.138e-04 2.739e-04 1.146 0.252900
## PC2592 7.734e-04 2.809e-04 2.753 0.006261 **
## PC2593 -2.709e-04 2.926e-04 -0.926 0.355281
## PC2594 -5.349e-04 3.030e-04 -1.765 0.078514 .
## PC2595 -1.260e-04 2.627e-04 -0.480 0.631803
## PC2596 -3.244e-04 2.584e-04 -1.255 0.210402
## PC2597 -1.554e-04 2.792e-04 -0.556 0.578324
## PC2598 3.585e-04 2.818e-04 1.272 0.204173
## PC2599 1.390e-04 2.844e-04 0.489 0.625339
## PC2600 1.053e-04 2.781e-04 0.379 0.705085
## PC2601 -6.731e-05 2.720e-04 -0.247 0.804723
## PC2602 7.338e-04 2.745e-04 2.673 0.007922 **
## PC2603 1.580e-04 3.072e-04 0.514 0.607353
## PC2604 -4.149e-04 3.022e-04 -1.373 0.170759
## PC2605 1.812e-04 2.714e-04 0.668 0.504722
## PC2606 1.179e-05 3.036e-04 0.039 0.969052
## PC2607 -4.712e-05 2.600e-04 -0.181 0.856340
## PC2608 -3.448e-04 2.823e-04 -1.221 0.222861
## PC2609 1.354e-04 2.820e-04 0.480 0.631515
## PC2610 -2.929e-04 2.750e-04 -1.065 0.287625
## PC2611 -2.656e-04 2.814e-04 -0.944 0.346001
## PC2612 4.629e-04 2.779e-04 1.665 0.096868 .
## PC2613 -1.602e-04 3.005e-04 -0.533 0.594452
## PC2614 1.494e-04 2.752e-04 0.543 0.587539
## PC2615 -4.928e-04 2.697e-04 -1.827 0.068618 .
## PC2616 4.462e-04 2.723e-04 1.638 0.102390
## PC2617 6.505e-04 2.723e-04 2.389 0.017528 *
## PC2618 4.582e-04 3.048e-04 1.504 0.133734
## PC2619 2.397e-05 2.851e-04 0.084 0.933034
## PC2620 7.270e-04 3.004e-04 2.420 0.016109 *
## PC2621 1.207e-04 2.868e-04 0.421 0.674047
## PC2622 -3.704e-04 2.850e-04 -1.300 0.194687
## PC2623 -2.082e-04 2.900e-04 -0.718 0.473178
## PC2624 2.323e-04 2.637e-04 0.881 0.378950
## PC2625 2.985e-06 2.730e-04 0.011 0.991285
## PC2626 1.429e-04 2.735e-04 0.522 0.601713
## PC2627 1.409e-04 2.819e-04 0.500 0.617593
## PC2628 1.644e-04 2.787e-04 0.590 0.555609
## PC2629 2.183e-05 2.804e-04 0.078 0.938006
## PC2630 1.524e-04 2.803e-04 0.544 0.586934
## PC2631 3.352e-04 2.665e-04 1.258 0.209374
## PC2632 -2.298e-04 2.652e-04 -0.866 0.386982
## PC2633 2.285e-04 2.813e-04 0.812 0.417298
## PC2634 4.622e-04 2.785e-04 1.659 0.098057 .
## PC2635 8.863e-04 3.095e-04 2.864 0.004479 **
## PC2636 -2.085e-04 2.744e-04 -0.760 0.448055
## PC2637 9.415e-04 2.845e-04 3.309 0.001048 **
## PC2638 -3.027e-04 2.934e-04 -1.032 0.303023
## PC2639 4.722e-04 2.851e-04 1.657 0.098623 .
## PC2640 5.976e-05 2.803e-04 0.213 0.831322
## PC2641 -6.580e-05 2.594e-04 -0.254 0.799928
## PC2642 -4.222e-04 2.764e-04 -1.528 0.127672
## PC2643 -3.444e-04 2.813e-04 -1.225 0.221661
## PC2644 5.864e-04 2.713e-04 2.161 0.031459 *
## PC2645 3.262e-05 2.752e-04 0.119 0.905721
## PC2646 -2.373e-04 2.692e-04 -0.881 0.378792
## PC2647 -2.929e-04 3.046e-04 -0.961 0.337096
## PC2648 -7.854e-04 2.797e-04 -2.808 0.005312 **
## PC2649 -4.197e-04 2.894e-04 -1.451 0.147918
## PC2650 3.057e-04 2.825e-04 1.082 0.280059
## PC2651 1.061e-05 2.727e-04 0.039 0.968989
## PC2652 4.339e-04 2.645e-04 1.640 0.101967
## PC2653 -9.334e-05 2.722e-04 -0.343 0.731930
## PC2654 -2.821e-04 2.739e-04 -1.030 0.303869
## PC2655 6.049e-04 2.866e-04 2.110 0.035650 *
## PC2656 5.038e-04 2.709e-04 1.860 0.063834 .
## PC2657 -6.291e-05 2.902e-04 -0.217 0.828519
## PC2658 -3.894e-05 2.599e-04 -0.150 0.880977
## PC2659 5.605e-04 2.749e-04 2.039 0.042339 *
## PC2660 2.017e-04 2.830e-04 0.713 0.476555
## PC2661 -4.405e-04 2.781e-04 -1.584 0.114279
## PC2662 -1.427e-04 2.795e-04 -0.510 0.610105
## PC2663 2.638e-04 2.806e-04 0.940 0.347874
## PC2664 2.674e-04 2.853e-04 0.938 0.349235
## PC2665 8.238e-05 2.742e-04 0.300 0.764089
## PC2666 8.909e-04 2.928e-04 3.042 0.002553 **
## PC2667 -2.819e-05 2.850e-04 -0.099 0.921250
## PC2668 -2.198e-05 2.733e-04 -0.080 0.935948
## PC2669 -4.193e-04 2.984e-04 -1.405 0.161015
## PC2670 -3.371e-04 2.807e-04 -1.201 0.230611
## PC2671 -1.182e-04 2.780e-04 -0.425 0.671016
## PC2672 1.085e-04 2.931e-04 0.370 0.711497
## PC2673 3.534e-04 2.885e-04 1.225 0.221639
## PC2674 3.752e-04 2.987e-04 1.256 0.210015
## PC2675 -6.027e-04 2.859e-04 -2.108 0.035846 *
## PC2676 -8.542e-04 2.783e-04 -3.069 0.002339 **
## PC2677 -3.923e-04 2.837e-04 -1.383 0.167710
## PC2678 -1.818e-04 2.719e-04 -0.669 0.504234
## PC2679 -3.342e-04 2.772e-04 -1.206 0.228828
## PC2680 4.318e-04 2.832e-04 1.525 0.128296
## PC2681 2.391e-04 2.990e-04 0.800 0.424609
## PC2682 1.133e-04 2.907e-04 0.390 0.697084
## PC2683 -4.466e-06 2.480e-04 -0.018 0.985641
## PC2684 2.282e-05 2.813e-04 0.081 0.935414
## PC2685 7.106e-05 2.704e-04 0.263 0.792904
## PC2686 3.080e-04 2.737e-04 1.125 0.261405
## PC2687 -8.209e-04 2.885e-04 -2.846 0.004730 **
## PC2688 -4.225e-04 2.768e-04 -1.527 0.127885
## PC2689 2.561e-04 2.622e-04 0.977 0.329473
## PC2690 3.132e-04 2.654e-04 1.180 0.238966
## PC2691 -2.922e-04 2.786e-04 -1.049 0.295055
## PC2692 6.995e-05 2.899e-04 0.241 0.809459
## PC2693 -1.412e-04 2.724e-04 -0.518 0.604633
## PC2694 2.955e-04 2.738e-04 1.079 0.281352
## PC2695 4.231e-04 2.774e-04 1.525 0.128280
## PC2696 -3.078e-04 2.792e-04 -1.102 0.271167
## PC2697 -1.938e-05 2.781e-04 -0.070 0.944488
## PC2698 -5.967e-04 2.732e-04 -2.184 0.029728 *
## PC2699 -7.664e-05 2.748e-04 -0.279 0.780518
## PC2700 1.607e-04 2.705e-04 0.594 0.552889
## PC2701 1.894e-04 3.009e-04 0.629 0.529566
## PC2702 -6.534e-04 2.945e-04 -2.219 0.027243 *
## PC2703 5.780e-04 2.899e-04 1.994 0.047070 *
## PC2704 -6.679e-04 2.890e-04 -2.311 0.021479 *
## PC2705 7.200e-05 2.700e-04 0.267 0.789895
## PC2706 -6.319e-04 2.834e-04 -2.230 0.026509 *
## PC2707 3.565e-04 2.803e-04 1.272 0.204357
## PC2708 -2.473e-04 2.650e-04 -0.933 0.351413
## PC2709 -2.299e-04 2.840e-04 -0.809 0.418894
## PC2710 4.019e-04 2.799e-04 1.436 0.152043
## PC2711 -1.241e-04 2.869e-04 -0.433 0.665596
## PC2712 -5.463e-04 3.098e-04 -1.763 0.078834 .
## PC2713 6.441e-04 2.960e-04 2.176 0.030326 *
## PC2714 2.880e-04 3.104e-04 0.928 0.354212
## PC2715 -5.558e-04 2.929e-04 -1.898 0.058684 .
## PC2716 3.376e-04 2.866e-04 1.178 0.239666
## PC2717 3.178e-04 2.704e-04 1.176 0.240669
## PC2718 5.195e-04 2.780e-04 1.869 0.062603 .
## PC2719 -5.907e-04 3.052e-04 -1.935 0.053865 .
## PC2720 1.133e-04 2.662e-04 0.426 0.670740
## PC2721 3.876e-04 2.834e-04 1.368 0.172440
## PC2722 7.419e-04 2.908e-04 2.551 0.011234 *
## PC2723 4.476e-04 2.732e-04 1.638 0.102437
## PC2724 -7.940e-05 2.930e-04 -0.271 0.786594
## PC2725 -2.098e-04 2.821e-04 -0.744 0.457626
## PC2726 -3.456e-04 2.755e-04 -1.254 0.210652
## PC2727 -7.783e-05 2.837e-04 -0.274 0.784018
## PC2728 -1.113e-04 2.687e-04 -0.414 0.679036
## PC2729 1.986e-04 3.056e-04 0.650 0.516260
## PC2730 -2.586e-04 2.790e-04 -0.927 0.354678
## PC2731 3.687e-04 2.637e-04 1.398 0.163140
## PC2732 7.837e-04 2.774e-04 2.825 0.005038 **
## PC2733 1.920e-04 2.857e-04 0.672 0.502085
## PC2734 1.068e-04 2.650e-04 0.403 0.687111
## PC2735 -3.546e-06 2.563e-04 -0.014 0.988970
## PC2736 -7.806e-04 2.816e-04 -2.772 0.005914 **
## PC2737 6.776e-04 2.746e-04 2.467 0.014162 *
## PC2738 6.536e-04 2.811e-04 2.326 0.020702 *
## PC2739 9.315e-04 2.842e-04 3.277 0.001169 **
## PC2740 -2.837e-04 2.861e-04 -0.992 0.322197
## PC2741 5.729e-05 2.973e-04 0.193 0.847328
## PC2742 -4.980e-05 2.801e-04 -0.178 0.859000
## PC2743 6.598e-04 2.874e-04 2.296 0.022364 *
## PC2744 -5.383e-04 2.657e-04 -2.026 0.043612 *
## PC2745 -4.033e-06 2.825e-04 -0.014 0.988618
## PC2746 4.220e-04 2.853e-04 1.479 0.140118
## PC2747 -6.296e-05 3.021e-04 -0.208 0.835044
## PC2748 -2.670e-04 2.766e-04 -0.965 0.335099
## PC2749 1.802e-04 2.678e-04 0.673 0.501465
## PC2750 -1.362e-04 2.828e-04 -0.482 0.630477
## PC2751 -4.959e-04 2.800e-04 -1.771 0.077556 .
## PC2752 -1.575e-04 2.705e-04 -0.582 0.560970
## PC2753 -4.887e-04 2.740e-04 -1.783 0.075561 .
## PC2754 -4.899e-04 2.710e-04 -1.808 0.071649 .
## PC2755 1.482e-04 2.834e-04 0.523 0.601501
## PC2756 -4.642e-05 2.839e-04 -0.164 0.870220
## PC2757 1.627e-04 2.813e-04 0.578 0.563458
## PC2758 -7.655e-05 2.662e-04 -0.288 0.773844
## PC2759 -5.612e-05 2.874e-04 -0.195 0.845318
## PC2760 1.773e-04 2.889e-04 0.614 0.539813
## PC2761 -4.467e-04 2.711e-04 -1.648 0.100436
## PC2762 -6.390e-04 2.743e-04 -2.330 0.020466 *
## PC2763 -8.573e-05 3.153e-04 -0.272 0.785877
## PC2764 2.422e-05 2.814e-04 0.086 0.931468
## PC2765 -4.168e-06 3.041e-04 -0.014 0.989074
## PC2766 3.365e-04 2.811e-04 1.197 0.232164
## PC2767 5.957e-05 2.787e-04 0.214 0.830902
## PC2768 -1.034e-04 2.737e-04 -0.378 0.705999
## PC2769 -4.044e-04 2.970e-04 -1.362 0.174246
## PC2770 3.443e-04 2.835e-04 1.214 0.225601
## PC2771 3.906e-04 2.817e-04 1.387 0.166590
## PC2772 -3.865e-04 2.803e-04 -1.379 0.168948
## PC2773 2.180e-04 2.757e-04 0.791 0.429645
## PC2774 -2.204e-04 2.849e-04 -0.774 0.439770
## PC2775 3.038e-04 2.736e-04 1.110 0.267734
## PC2776 9.839e-04 2.783e-04 3.535 0.000472 ***
## PC2777 -7.610e-05 2.958e-04 -0.257 0.797141
## PC2778 3.923e-04 2.774e-04 1.414 0.158430
## PC2779 7.673e-05 2.749e-04 0.279 0.780371
## PC2780 7.282e-05 2.925e-04 0.249 0.803530
## PC2781 2.688e-04 2.859e-04 0.940 0.347939
## PC2782 2.226e-04 2.752e-04 0.809 0.419179
## PC2783 -5.447e-04 2.880e-04 -1.891 0.059560 .
## PC2784 7.684e-05 2.918e-04 0.263 0.792472
## PC2785 -5.316e-04 2.792e-04 -1.904 0.057826 .
## PC2786 9.423e-06 2.926e-04 0.032 0.974327
## PC2787 4.589e-04 2.750e-04 1.669 0.096227 .
## PC2788 7.397e-04 2.611e-04 2.833 0.004926 **
## PC2789 -5.866e-04 2.883e-04 -2.035 0.042715 *
## PC2790 -5.952e-04 2.925e-04 -2.035 0.042757 *
## PC2791 2.119e-04 2.808e-04 0.755 0.451042
## PC2792 1.291e-04 2.745e-04 0.470 0.638531
## PC2793 -5.762e-05 2.819e-04 -0.204 0.838185
## PC2794 3.673e-04 2.863e-04 1.283 0.200510
## PC2795 7.087e-04 2.727e-04 2.599 0.009815 **
## PC2796 -1.935e-04 2.721e-04 -0.711 0.477544
## PC2797 1.368e-04 2.845e-04 0.481 0.631147
## PC2798 1.213e-05 2.866e-04 0.042 0.966274
## PC2799 -3.959e-04 3.070e-04 -1.290 0.198163
## PC2800 3.822e-04 2.949e-04 1.296 0.196044
## PC2801 6.998e-05 2.840e-04 0.246 0.805567
## PC2802 -4.522e-04 2.955e-04 -1.530 0.126972
## PC2803 -4.712e-04 2.878e-04 -1.637 0.102609
## PC2804 -4.643e-05 2.878e-04 -0.161 0.871931
## PC2805 9.569e-05 2.771e-04 0.345 0.730124
## PC2806 2.046e-04 3.030e-04 0.675 0.500033
## PC2807 -8.182e-05 2.824e-04 -0.290 0.772222
## PC2808 -2.967e-04 2.724e-04 -1.089 0.277002
## PC2809 1.259e-04 2.932e-04 0.429 0.668002
## PC2810 5.990e-04 2.905e-04 2.062 0.040080 *
## PC2811 -6.555e-06 2.772e-04 -0.024 0.981148
## PC2812 6.993e-05 2.731e-04 0.256 0.798061
## PC2813 -3.906e-04 2.855e-04 -1.368 0.172267
## PC2814 -1.219e-05 2.965e-04 -0.041 0.967222
## PC2815 5.373e-04 3.213e-04 1.672 0.095546 .
## PC2816 3.351e-05 2.849e-04 0.118 0.906443
## PC2817 -4.247e-04 2.802e-04 -1.516 0.130656
## PC2818 2.024e-04 2.833e-04 0.714 0.475470
## PC2819 2.859e-04 2.967e-04 0.964 0.335874
## PC2820 -7.693e-04 2.930e-04 -2.626 0.009078 **
## PC2821 1.555e-04 2.868e-04 0.542 0.588121
## PC2822 -1.696e-04 2.980e-04 -0.569 0.569557
## PC2823 1.038e-04 2.792e-04 0.372 0.710238
## PC2824 6.200e-04 2.936e-04 2.112 0.035521 *
## PC2825 9.383e-05 2.746e-04 0.342 0.732845
## PC2826 -2.920e-04 3.026e-04 -0.965 0.335272
## PC2827 -4.128e-05 2.857e-04 -0.144 0.885218
## PC2828 -7.734e-05 2.719e-04 -0.284 0.776288
## PC2829 -1.385e-04 2.818e-04 -0.492 0.623394
## PC2830 6.924e-04 2.768e-04 2.502 0.012893 *
## PC2831 3.700e-04 2.807e-04 1.318 0.188488
## PC2832 4.613e-05 2.975e-04 0.155 0.876878
## PC2833 2.497e-04 2.954e-04 0.845 0.398503
## PC2834 -7.470e-04 3.140e-04 -2.379 0.017974 *
## PC2835 -2.820e-04 2.958e-04 -0.953 0.341136
## PC2836 3.235e-04 2.907e-04 1.113 0.266642
## PC2837 -3.713e-04 3.079e-04 -1.206 0.228781
## PC2838 -1.102e-04 2.868e-04 -0.384 0.700953
## PC2839 3.058e-04 2.908e-04 1.052 0.293825
## PC2840 2.276e-04 3.130e-04 0.727 0.467685
## PC2841 -3.866e-04 3.019e-04 -1.281 0.201271
## PC2842 -2.881e-05 2.882e-04 -0.100 0.920433
## PC2843 -7.767e-04 2.973e-04 -2.613 0.009423 **
## PC2844 4.684e-04 2.931e-04 1.598 0.111014
## PC2845 6.451e-04 2.974e-04 2.169 0.030867 *
## PC2846 -2.270e-04 2.731e-04 -0.831 0.406603
## PC2847 3.133e-05 3.195e-04 0.098 0.921945
## PC2848 -2.712e-04 3.140e-04 -0.864 0.388512
## PC2849 -3.023e-04 3.078e-04 -0.982 0.326758
## PC2850 2.804e-06 2.593e-04 0.011 0.991380
## PC2851 -2.633e-05 2.980e-04 -0.088 0.929641
## PC2852 -5.046e-04 3.099e-04 -1.628 0.104557
## PC2853 -9.687e-04 2.886e-04 -3.356 0.000890 ***
## PC2854 5.736e-04 2.910e-04 1.971 0.049672 *
## PC2855 -1.338e-04 2.602e-04 -0.514 0.607563
## PC2856 -5.806e-04 2.971e-04 -1.954 0.051602 .
## PC2857 3.540e-04 2.896e-04 1.222 0.222563
## PC2858 -2.448e-04 2.973e-04 -0.823 0.410938
## PC2859 8.155e-05 2.835e-04 0.288 0.773833
## PC2860 -4.015e-04 2.888e-04 -1.390 0.165463
## PC2861 -8.180e-04 2.757e-04 -2.967 0.003246 **
## PC2862 8.207e-05 2.765e-04 0.297 0.766829
## PC2863 -1.062e-04 2.616e-04 -0.406 0.685063
## PC2864 3.162e-05 2.839e-04 0.111 0.911383
## PC2865 1.278e-05 2.735e-04 0.047 0.962757
## PC2866 -9.592e-06 2.905e-04 -0.033 0.973680
## PC2867 -3.196e-05 2.850e-04 -0.112 0.910789
## PC2868 1.077e-03 2.649e-04 4.064 6.16e-05 ***
## PC2869 -3.393e-04 2.842e-04 -1.194 0.233386
## PC2870 5.127e-04 2.926e-04 1.752 0.080750 .
## PC2871 1.299e-04 2.890e-04 0.449 0.653541
## PC2872 -7.108e-04 2.864e-04 -2.482 0.013600 *
## PC2873 5.977e-05 2.821e-04 0.212 0.832365
## PC2874 -5.629e-06 3.023e-04 -0.019 0.985155
## PC2875 -1.485e-04 2.801e-04 -0.530 0.596455
## PC2876 -7.526e-05 2.755e-04 -0.273 0.784881
## PC2877 1.248e-04 2.724e-04 0.458 0.647237
## PC2878 -1.266e-04 2.873e-04 -0.441 0.659712
## PC2879 -4.229e-05 2.814e-04 -0.150 0.880642
## PC2880 -2.655e-04 2.733e-04 -0.972 0.332067
## PC2881 1.641e-04 2.966e-04 0.553 0.580460
## PC2882 -6.425e-04 2.829e-04 -2.271 0.023848 *
## PC2883 1.202e-05 2.928e-04 0.041 0.967282
## PC2884 -1.339e-04 2.811e-04 -0.476 0.634161
## PC2885 -5.913e-04 3.046e-04 -1.941 0.053193 .
## PC2886 4.133e-04 2.823e-04 1.464 0.144180
## PC2887 -7.978e-05 2.778e-04 -0.287 0.774182
## PC2888 -3.733e-05 2.935e-04 -0.127 0.898898
## PC2889 2.873e-05 2.848e-04 0.101 0.919714
## PC2890 1.684e-04 2.792e-04 0.603 0.546913
## PC2891 -5.746e-04 2.820e-04 -2.037 0.042481 *
## PC2892 -1.743e-04 2.721e-04 -0.641 0.522323
## PC2893 2.341e-04 2.959e-04 0.791 0.429430
## PC2894 -4.073e-04 2.791e-04 -1.459 0.145562
## PC2895 3.255e-04 2.912e-04 1.118 0.264591
## PC2896 -2.767e-04 2.880e-04 -0.961 0.337472
## PC2897 3.658e-04 2.856e-04 1.281 0.201262
## PC2898 -9.428e-04 2.988e-04 -3.155 0.001765 **
## PC2899 -1.719e-04 2.704e-04 -0.636 0.525494
## PC2900 -1.415e-04 2.702e-04 -0.524 0.600910
## PC2901 2.510e-04 2.815e-04 0.892 0.373274
## PC2902 6.754e-04 2.821e-04 2.394 0.017254 *
## PC2903 -1.581e-05 2.796e-04 -0.057 0.954947
## PC2904 2.588e-04 3.062e-04 0.845 0.398635
## PC2905 -1.781e-04 2.910e-04 -0.612 0.541022
## PC2906 5.227e-04 2.680e-04 1.950 0.052055 .
## PC2907 -2.983e-04 2.995e-04 -0.996 0.320114
## PC2908 1.083e-04 2.772e-04 0.391 0.696367
## PC2909 -3.156e-04 2.933e-04 -1.076 0.282688
## PC2910 -7.364e-04 2.790e-04 -2.640 0.008730 **
## PC2911 1.105e-04 2.971e-04 0.372 0.710229
## PC2912 -4.640e-04 2.957e-04 -1.569 0.117721
## PC2913 -3.259e-05 2.758e-04 -0.118 0.906021
## PC2914 -1.551e-04 2.999e-04 -0.517 0.605396
## PC2915 -2.437e-04 2.772e-04 -0.879 0.380033
## PC2916 -2.181e-04 2.759e-04 -0.791 0.429713
## PC2917 -4.187e-04 2.890e-04 -1.449 0.148372
## PC2918 -3.238e-04 2.699e-04 -1.200 0.231146
## PC2919 1.107e-04 2.819e-04 0.393 0.694812
## PC2920 -6.279e-05 2.917e-04 -0.215 0.829725
## PC2921 -2.898e-04 2.854e-04 -1.015 0.310712
## PC2922 7.154e-04 2.952e-04 2.423 0.015975 *
## PC2923 -6.904e-04 2.992e-04 -2.307 0.021708 *
## PC2924 2.920e-04 3.003e-04 0.973 0.331568
## PC2925 6.472e-05 2.912e-04 0.222 0.824291
## PC2926 -5.419e-04 2.944e-04 -1.841 0.066644 .
## PC2927 1.737e-04 3.008e-04 0.577 0.564175
## PC2928 4.070e-04 2.776e-04 1.466 0.143657
## PC2929 -6.941e-04 2.896e-04 -2.397 0.017131 *
## PC2930 -4.993e-04 3.007e-04 -1.660 0.097861 .
## PC2931 -6.845e-04 3.054e-04 -2.241 0.025719 *
## PC2932 -1.152e-04 2.903e-04 -0.397 0.691772
## PC2933 -2.611e-05 2.860e-04 -0.091 0.927324
## PC2934 -1.164e-04 2.925e-04 -0.398 0.690988
## PC2935 2.210e-04 2.905e-04 0.761 0.447386
## PC2936 -2.016e-05 2.900e-04 -0.070 0.944610
## PC2937 -5.831e-04 2.831e-04 -2.059 0.040305 *
## PC2938 6.578e-05 2.893e-04 0.227 0.820279
## PC2939 2.225e-04 2.839e-04 0.784 0.433801
## PC2940 -1.971e-04 3.044e-04 -0.648 0.517718
## PC2941 5.527e-04 3.024e-04 1.828 0.068564 .
## PC2942 -4.997e-04 2.888e-04 -1.730 0.084616 .
## PC2943 3.295e-04 3.185e-04 1.034 0.301790
## PC2944 -2.214e-05 3.016e-04 -0.073 0.941538
## PC2945 -5.428e-04 2.902e-04 -1.870 0.062398 .
## PC2946 -6.888e-04 2.893e-04 -2.381 0.017897 *
## PC2947 -1.260e-04 2.678e-04 -0.470 0.638367
## PC2948 -1.770e-04 2.814e-04 -0.629 0.529915
## PC2949 2.554e-04 2.799e-04 0.912 0.362232
## PC2950 4.495e-04 2.796e-04 1.608 0.108871
## PC2951 1.555e-04 3.047e-04 0.510 0.610275
## PC2952 2.457e-04 2.867e-04 0.857 0.392208
## PC2953 4.588e-04 3.027e-04 1.516 0.130653
## PC2954 1.171e-04 2.932e-04 0.399 0.689982
## PC2955 -2.385e-04 2.951e-04 -0.808 0.419631
## PC2956 5.171e-05 2.830e-04 0.183 0.855132
## PC2957 -1.427e-04 2.912e-04 -0.490 0.624501
## PC2958 -4.573e-04 2.752e-04 -1.662 0.097581 .
## PC2959 -8.346e-04 2.852e-04 -2.926 0.003692 **
## PC2960 -4.489e-04 3.050e-04 -1.472 0.142115
## PC2961 -2.131e-04 2.830e-04 -0.753 0.452020
## PC2962 -4.508e-04 3.041e-04 -1.482 0.139297
## PC2963 -6.067e-05 3.039e-04 -0.200 0.841888
## PC2964 3.390e-04 2.768e-04 1.225 0.221638
## PC2965 -2.283e-04 2.836e-04 -0.805 0.421407
## PC2966 -4.224e-04 2.920e-04 -1.446 0.149098
## PC2967 -3.496e-04 2.998e-04 -1.166 0.244407
## PC2968 4.515e-04 2.901e-04 1.557 0.120619
## PC2969 2.116e-04 2.870e-04 0.737 0.461450
## PC2970 3.176e-05 2.843e-04 0.112 0.911110
## PC2971 5.698e-06 2.731e-04 0.021 0.983365
## PC2972 -3.897e-04 3.046e-04 -1.279 0.201821
## PC2973 1.225e-04 2.867e-04 0.428 0.669312
## PC2974 -2.719e-05 2.961e-04 -0.092 0.926892
## PC2975 5.196e-04 3.053e-04 1.702 0.089853 .
## PC2976 2.406e-04 2.935e-04 0.820 0.412955
## PC2977 2.350e-04 2.838e-04 0.828 0.408380
## PC2978 -3.187e-04 3.043e-04 -1.047 0.295708
## PC2979 3.786e-04 2.862e-04 1.323 0.186854
## PC2980 4.125e-04 2.873e-04 1.436 0.152147
## PC2981 -5.537e-05 2.930e-04 -0.189 0.850265
## PC2982 -5.557e-04 2.976e-04 -1.867 0.062871 .
## PC2983 1.035e-04 2.674e-04 0.387 0.699030
## PC2984 1.812e-06 2.848e-04 0.006 0.994927
## PC2985 4.411e-04 3.236e-04 1.363 0.173850
## PC2986 8.239e-05 3.000e-04 0.275 0.783813
## PC2987 3.388e-04 3.081e-04 1.100 0.272287
## PC2988 -2.333e-04 2.959e-04 -0.788 0.431099
## PC2989 -8.606e-05 2.850e-04 -0.302 0.762871
## PC2990 -1.995e-04 3.013e-04 -0.662 0.508436
## PC2991 -3.051e-04 2.949e-04 -1.034 0.301807
## PC2992 3.408e-05 2.834e-04 0.120 0.904363
## PC2993 1.234e-04 2.668e-04 0.463 0.643940
## PC2994 2.885e-04 2.815e-04 1.025 0.306330
## PC2995 -3.735e-04 2.890e-04 -1.292 0.197218
## PC2996 9.649e-04 2.755e-04 3.502 0.000530 ***
## PC2997 -2.432e-04 2.863e-04 -0.849 0.396344
## PC2998 4.988e-05 2.919e-04 0.171 0.864420
## PC2999 2.459e-04 2.883e-04 0.853 0.394326
## PC3000 -2.509e-04 2.980e-04 -0.842 0.400560
## PC3001 -1.919e-04 2.977e-04 -0.645 0.519668
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## PC3003 7.612e-05 2.829e-04 0.269 0.788078
## PC3004 -2.230e-04 2.888e-04 -0.772 0.440708
## PC3005 6.283e-04 2.995e-04 2.098 0.036750 *
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## PC3007 -2.549e-04 2.924e-04 -0.872 0.383996
## PC3008 -4.673e-04 2.860e-04 -1.634 0.103371
## PC3009 9.679e-05 2.977e-04 0.325 0.745300
## PC3010 -1.080e-05 2.847e-04 -0.038 0.969773
## PC3011 2.824e-04 2.936e-04 0.962 0.336935
## PC3012 8.693e-05 3.204e-04 0.271 0.786329
## PC3013 1.820e-05 2.897e-04 0.063 0.949943
## PC3014 2.809e-04 3.016e-04 0.931 0.352394
## PC3015 1.934e-06 3.094e-04 0.006 0.995017
## PC3016 1.176e-04 2.764e-04 0.425 0.670787
## PC3017 1.227e-03 3.005e-04 4.084 5.66e-05 ***
## PC3018 2.803e-04 2.843e-04 0.986 0.325001
## PC3019 -4.537e-04 2.917e-04 -1.555 0.120897
## PC3020 5.014e-04 2.981e-04 1.682 0.093562 .
## PC3021 1.004e-04 2.814e-04 0.357 0.721450
## PC3022 1.351e-04 2.757e-04 0.490 0.624454
## PC3023 3.388e-04 2.843e-04 1.192 0.234302
## PC3024 -1.626e-04 3.004e-04 -0.541 0.588854
## PC3025 1.289e-04 3.238e-04 0.398 0.690910
## PC3026 -2.768e-04 2.953e-04 -0.937 0.349325
## PC3027 1.762e-06 3.045e-04 0.006 0.995387
## PC3028 1.154e-04 2.918e-04 0.395 0.692790
## PC3029 1.059e-05 2.849e-04 0.037 0.970366
## PC3030 -5.103e-04 2.986e-04 -1.709 0.088422 .
## PC3031 -5.914e-05 3.062e-04 -0.193 0.846983
## PC3032 3.022e-04 2.751e-04 1.099 0.272741
## PC3033 -5.011e-06 2.862e-04 -0.018 0.986045
## PC3034 1.140e-04 3.127e-04 0.365 0.715639
## PC3035 1.312e-04 2.859e-04 0.459 0.646752
## PC3036 8.299e-05 2.960e-04 0.280 0.779408
## PC3037 2.709e-04 3.153e-04 0.859 0.390919
## PC3038 -1.091e-03 2.846e-04 -3.833 0.000154 ***
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## PC3040 -2.619e-04 2.932e-04 -0.893 0.372491
## PC3041 -3.938e-06 2.974e-04 -0.013 0.989443
## PC3042 1.380e-04 3.187e-04 0.433 0.665432
## PC3043 3.230e-04 2.807e-04 1.150 0.250883
## PC3044 1.409e-04 2.756e-04 0.511 0.609398
## PC3045 5.004e-05 2.850e-04 0.176 0.860751
## PC3046 4.501e-04 2.866e-04 1.570 0.117371
## PC3047 4.005e-04 2.815e-04 1.423 0.155868
## PC3048 5.012e-06 2.898e-04 0.017 0.986216
## PC3049 7.088e-04 3.062e-04 2.315 0.021303 *
## PC3050 4.004e-04 3.035e-04 1.319 0.188058
## PC3051 -3.173e-04 2.971e-04 -1.068 0.286488
## PC3052 -1.965e-04 2.940e-04 -0.669 0.504276
## PC3053 8.678e-05 2.859e-04 0.304 0.761666
## PC3054 3.022e-04 2.960e-04 1.021 0.308126
## PC3055 5.018e-04 3.063e-04 1.638 0.102467
## PC3056 3.850e-05 2.866e-04 0.134 0.893244
## PC3057 -2.579e-04 2.835e-04 -0.910 0.363681
## PC3058 -2.134e-04 2.998e-04 -0.712 0.477149
## PC3059 -1.371e-04 3.141e-04 -0.437 0.662770
## PC3060 2.638e-04 2.774e-04 0.951 0.342476
## PC3061 -2.298e-04 3.188e-04 -0.721 0.471488
## PC3062 -5.726e-04 2.913e-04 -1.966 0.050265 .
## PC3063 6.742e-05 3.003e-04 0.224 0.822525
## PC3064 -3.742e-04 2.756e-04 -1.358 0.175487
## PC3065 -8.354e-04 2.811e-04 -2.972 0.003195 **
## PC3066 -3.848e-04 2.969e-04 -1.296 0.196002
## PC3067 4.236e-04 2.963e-04 1.430 0.153818
## PC3068 2.133e-04 2.821e-04 0.756 0.450296
## PC3069 -1.694e-04 3.161e-04 -0.536 0.592435
## PC3070 2.996e-04 3.115e-04 0.962 0.336797
## PC3071 -2.283e-05 3.106e-04 -0.074 0.941454
## PC3072 -2.299e-05 2.693e-04 -0.085 0.932032
## PC3073 5.619e-04 2.906e-04 1.934 0.054101 .
## PC3074 -2.275e-04 3.022e-04 -0.753 0.452134
## PC3075 4.702e-04 2.849e-04 1.650 0.099974 .
## PC3076 -2.103e-04 2.951e-04 -0.713 0.476595
## PC3077 -8.624e-05 3.086e-04 -0.279 0.780059
## PC3078 4.300e-05 2.959e-04 0.145 0.884560
## PC3079 -1.382e-04 3.132e-04 -0.441 0.659281
## PC3080 1.176e-04 2.867e-04 0.410 0.681826
## PC3081 -2.691e-04 3.021e-04 -0.891 0.373814
## PC3082 1.140e-04 2.773e-04 0.411 0.681284
## PC3083 9.005e-07 3.066e-04 0.003 0.997659
## PC3084 -1.378e-04 3.013e-04 -0.457 0.647785
## PC3085 -1.726e-04 2.898e-04 -0.596 0.551946
## PC3086 -5.385e-05 2.955e-04 -0.182 0.855534
## PC3087 3.933e-04 3.031e-04 1.298 0.195367
## PC3088 4.827e-05 2.961e-04 0.163 0.870600
## PC3089 2.180e-04 2.934e-04 0.743 0.457939
## PC3090 9.970e-05 2.800e-04 0.356 0.721993
## PC3091 -4.787e-04 3.035e-04 -1.577 0.115729
## PC3092 -4.151e-06 2.948e-04 -0.014 0.988777
## PC3093 1.739e-04 3.072e-04 0.566 0.571751
## PC3094 -2.256e-04 2.990e-04 -0.755 0.451083
## PC3095 -4.256e-04 2.954e-04 -1.441 0.150646
## PC3096 -5.175e-04 2.974e-04 -1.740 0.082865 .
## PC3097 -2.640e-05 2.827e-04 -0.093 0.925645
## PC3098 -1.721e-04 2.771e-04 -0.621 0.534956
## PC3099 4.070e-05 2.854e-04 0.143 0.886696
## PC3100 -5.923e-05 2.891e-04 -0.205 0.837831
## PC3101 -7.979e-04 3.032e-04 -2.631 0.008937 **
## PC3102 -1.400e-04 3.100e-04 -0.451 0.651985
## PC3103 -5.499e-04 2.824e-04 -1.947 0.052465 .
## PC3104 7.814e-05 2.887e-04 0.271 0.786829
## PC3105 -4.216e-05 3.110e-04 -0.136 0.892273
## PC3106 6.039e-04 3.089e-04 1.955 0.051497 .
## PC3107 -1.855e-04 3.001e-04 -0.618 0.536916
## PC3108 -3.723e-04 2.919e-04 -1.276 0.203098
## PC3109 2.631e-04 2.812e-04 0.936 0.350167
## PC3110 2.880e-04 3.131e-04 0.920 0.358284
## PC3111 4.536e-04 2.861e-04 1.586 0.113879
## PC3112 3.245e-04 3.160e-04 1.027 0.305250
## PC3113 1.784e-04 2.922e-04 0.610 0.542103
## PC3114 -2.680e-04 2.823e-04 -0.949 0.343197
## PC3115 1.520e-04 2.916e-04 0.521 0.602552
## PC3116 2.689e-04 2.874e-04 0.936 0.350178
## PC3117 -1.123e-04 2.955e-04 -0.380 0.704201
## PC3118 -4.877e-04 2.981e-04 -1.636 0.102912
## PC3119 2.319e-04 2.770e-04 0.837 0.403276
## PC3120 -3.654e-04 2.820e-04 -1.296 0.196003
## PC3121 -2.787e-04 2.708e-04 -1.029 0.304314
## PC3122 -1.226e-04 2.995e-04 -0.409 0.682496
## PC3123 1.933e-04 2.906e-04 0.665 0.506411
## PC3124 -1.176e-04 3.077e-04 -0.382 0.702630
## PC3125 6.810e-04 2.953e-04 2.306 0.021773 *
## PC3126 -1.866e-04 3.016e-04 -0.619 0.536593
## PC3127 5.156e-04 3.164e-04 1.629 0.104272
## PC3128 -2.625e-04 3.116e-04 -0.842 0.400225
## PC3129 -2.890e-04 2.827e-04 -1.022 0.307460
## PC3130 1.931e-04 2.998e-04 0.644 0.519998
## PC3131 5.308e-05 2.919e-04 0.182 0.855823
## PC3132 3.752e-05 3.114e-04 0.121 0.904161
## PC3133 -3.968e-04 3.283e-04 -1.209 0.227643
## PC3134 3.589e-05 3.060e-04 0.117 0.906699
## PC3135 -5.378e-05 3.013e-04 -0.178 0.858451
## PC3136 3.925e-04 3.072e-04 1.278 0.202306
## PC3137 3.904e-04 3.054e-04 1.278 0.202104
## PC3138 -9.227e-04 3.052e-04 -3.023 0.002716 **
## PC3139 2.129e-04 2.951e-04 0.722 0.471090
## PC3140 -5.818e-04 2.937e-04 -1.981 0.048485 *
## PC3141 -8.837e-04 3.088e-04 -2.862 0.004500 **
## PC3142 -2.800e-04 3.046e-04 -0.919 0.358714
## PC3143 6.672e-05 2.844e-04 0.235 0.814675
## PC3144 -3.685e-04 2.914e-04 -1.264 0.207033
## PC3145 -4.823e-04 2.794e-04 -1.726 0.085368 .
## PC3146 1.062e-04 2.819e-04 0.377 0.706715
## PC3147 -2.238e-04 3.060e-04 -0.731 0.465207
## PC3148 2.496e-04 2.897e-04 0.862 0.389609
## PC3149 6.238e-04 2.912e-04 2.142 0.032984 *
## PC3150 5.623e-05 2.994e-04 0.188 0.851157
## PC3151 2.818e-04 2.834e-04 0.994 0.320786
## PC3152 -4.804e-04 3.183e-04 -1.509 0.132283
## PC3153 -1.826e-04 3.005e-04 -0.608 0.543854
## PC3154 1.098e-04 2.974e-04 0.369 0.712081
## PC3155 2.366e-04 2.915e-04 0.811 0.417787
## PC3156 1.311e-04 2.820e-04 0.465 0.642368
## PC3157 -5.759e-04 2.918e-04 -1.973 0.049353 *
## PC3158 -2.324e-04 2.966e-04 -0.784 0.433910
## PC3159 -4.848e-04 2.766e-04 -1.753 0.080695 .
## PC3160 -4.693e-04 3.044e-04 -1.542 0.124132
## PC3161 -1.573e-04 2.839e-04 -0.554 0.579927
## PC3162 3.005e-04 3.221e-04 0.933 0.351640
## PC3163 -4.640e-05 2.956e-04 -0.157 0.875381
## PC3164 2.946e-04 2.960e-04 0.995 0.320351
## PC3165 -1.161e-04 3.185e-04 -0.364 0.715832
## PC3166 -3.997e-04 3.052e-04 -1.310 0.191258
## PC3167 3.878e-04 3.120e-04 1.243 0.214761
## PC3168 2.663e-05 3.053e-04 0.087 0.930531
## PC3169 -2.742e-04 3.043e-04 -0.901 0.368321
## PC3170 1.337e-04 2.870e-04 0.466 0.641697
## PC3171 1.169e-04 3.052e-04 0.383 0.701984
## PC3172 2.415e-04 2.808e-04 0.860 0.390479
## PC3173 -3.179e-04 3.219e-04 -0.988 0.324070
## PC3174 5.446e-05 3.086e-04 0.176 0.860061
## PC3175 6.743e-05 2.776e-04 0.243 0.808231
## PC3176 -1.693e-04 2.993e-04 -0.566 0.572077
## PC3177 -3.372e-04 2.903e-04 -1.162 0.246282
## PC3178 1.616e-04 3.059e-04 0.528 0.597703
## PC3179 6.611e-04 3.242e-04 2.039 0.042320 *
## PC3180 -1.082e-04 2.757e-04 -0.392 0.695171
## PC3181 5.929e-04 3.289e-04 1.803 0.072432 .
## PC3182 -5.838e-05 3.129e-04 -0.187 0.852113
## PC3183 -1.743e-04 2.969e-04 -0.587 0.557604
## PC3184 -2.258e-04 3.018e-04 -0.748 0.454952
## PC3185 9.960e-05 3.046e-04 0.327 0.743896
## PC3186 2.236e-04 3.080e-04 0.726 0.468263
## PC3187 1.717e-04 2.991e-04 0.574 0.566270
## PC3188 -2.970e-04 2.829e-04 -1.050 0.294703
## PC3189 2.973e-04 3.201e-04 0.929 0.353663
## PC3190 4.272e-04 2.923e-04 1.461 0.144929
## PC3191 4.357e-05 2.900e-04 0.150 0.880698
## PC3192 5.198e-04 2.891e-04 1.798 0.073150 .
## PC3193 8.248e-05 3.063e-04 0.269 0.787921
## PC3194 2.745e-04 2.906e-04 0.945 0.345594
## PC3195 5.426e-04 3.146e-04 1.725 0.085562 .
## PC3196 -6.752e-04 3.053e-04 -2.212 0.027737 *
## PC3197 3.904e-04 3.179e-04 1.228 0.220356
## PC3198 -4.038e-04 2.913e-04 -1.386 0.166699
## PC3199 -2.944e-04 2.762e-04 -1.066 0.287271
## PC3200 5.155e-04 3.178e-04 1.622 0.105841
## PC3201 8.711e-05 2.726e-04 0.320 0.749537
## PC3202 -5.338e-04 2.893e-04 -1.845 0.065990 .
## PC3203 -5.294e-04 2.960e-04 -1.788 0.074723 .
## PC3204 3.074e-04 2.968e-04 1.036 0.301206
## PC3205 -7.919e-04 3.018e-04 -2.624 0.009140 **
## PC3206 -1.303e-04 3.037e-04 -0.429 0.668101
## PC3207 -6.060e-04 3.188e-04 -1.901 0.058243 .
## PC3208 -1.972e-04 2.836e-04 -0.695 0.487440
## PC3209 -3.224e-04 2.871e-04 -1.123 0.262322
## PC3210 1.211e-04 3.015e-04 0.402 0.688282
## PC3211 2.301e-04 2.991e-04 0.769 0.442373
## PC3212 -5.671e-04 3.075e-04 -1.844 0.066138 .
## PC3213 7.725e-05 3.151e-04 0.245 0.806476
## PC3214 -6.418e-04 2.882e-04 -2.227 0.026660 *
## PC3215 3.505e-05 3.020e-04 0.116 0.907686
## PC3216 -5.228e-04 2.891e-04 -1.809 0.071503 .
## PC3217 -5.236e-04 2.862e-04 -1.829 0.068333 .
## PC3218 -2.484e-04 2.994e-04 -0.830 0.407271
## PC3219 -1.384e-04 2.952e-04 -0.469 0.639521
## PC3220 -1.755e-04 2.698e-04 -0.651 0.515833
## PC3221 2.031e-04 2.975e-04 0.683 0.495292
## PC3222 1.231e-04 2.984e-04 0.413 0.680159
## PC3223 -3.338e-04 3.157e-04 -1.057 0.291233
## PC3224 2.111e-04 2.825e-04 0.747 0.455417
## PC3225 -9.677e-05 2.998e-04 -0.323 0.747123
## PC3226 -4.240e-04 2.964e-04 -1.431 0.153590
## PC3227 2.754e-04 2.877e-04 0.957 0.339162
## PC3228 2.312e-04 3.052e-04 0.758 0.449290
## PC3229 9.709e-05 3.106e-04 0.313 0.754804
## PC3230 1.465e-04 3.127e-04 0.468 0.639795
## PC3231 -1.189e-03 3.018e-04 -3.941 0.000101 ***
## PC3232 6.644e-04 2.847e-04 2.334 0.020236 *
## PC3233 -1.270e-04 2.895e-04 -0.439 0.661305
## PC3234 -2.211e-04 2.988e-04 -0.740 0.459789
## PC3235 -2.155e-05 2.776e-04 -0.078 0.938172
## PC3236 3.748e-05 3.076e-04 0.122 0.903090
## PC3237 -3.327e-04 2.986e-04 -1.114 0.266120
## PC3238 -2.112e-04 3.179e-04 -0.664 0.506927
## PC3239 4.717e-04 2.868e-04 1.644 0.101112
## PC3240 -3.542e-06 3.027e-04 -0.012 0.990670
## PC3241 2.464e-04 3.064e-04 0.804 0.421988
## PC3242 1.623e-04 3.022e-04 0.537 0.591741
## PC3243 5.469e-04 3.281e-04 1.667 0.096576 .
## PC3244 -6.103e-04 2.922e-04 -2.089 0.037566 *
## PC3245 -8.824e-04 3.096e-04 -2.850 0.004676 **
## PC3246 -4.539e-04 2.821e-04 -1.609 0.108657
## PC3247 -9.461e-05 3.004e-04 -0.315 0.752994
## PC3248 6.618e-04 2.887e-04 2.292 0.022582 *
## PC3249 6.708e-04 3.006e-04 2.232 0.026371 *
## PC3250 1.449e-04 2.804e-04 0.517 0.605825
## PC3251 2.494e-04 2.967e-04 0.841 0.401176
## PC3252 2.613e-04 3.014e-04 0.867 0.386724
## PC3253 -5.984e-04 3.002e-04 -1.993 0.047118 *
## PC3254 3.709e-04 3.137e-04 1.182 0.238064
## PC3255 -1.510e-04 2.921e-04 -0.517 0.605564
## PC3256 3.501e-04 2.906e-04 1.205 0.229299
## PC3257 3.598e-04 2.876e-04 1.251 0.211953
## PC3258 -1.480e-04 3.020e-04 -0.490 0.624450
## PC3259 -6.191e-04 3.020e-04 -2.050 0.041230 *
## PC3260 4.434e-04 3.036e-04 1.460 0.145199
## PC3261 -6.536e-04 2.972e-04 -2.199 0.028623 *
## PC3262 2.816e-04 3.076e-04 0.916 0.360606
## PC3263 1.289e-04 2.943e-04 0.438 0.661620
## PC3264 3.274e-04 3.024e-04 1.083 0.279860
## PC3265 -2.209e-04 3.009e-04 -0.734 0.463573
## PC3266 4.295e-04 3.131e-04 1.372 0.171126
## PC3267 -6.556e-04 3.062e-04 -2.141 0.033074 *
## PC3268 -5.258e-04 3.106e-04 -1.693 0.091538 .
## PC3269 -4.875e-04 2.956e-04 -1.649 0.100085
## PC3270 4.395e-04 3.019e-04 1.456 0.146547
## PC3271 -4.956e-04 3.079e-04 -1.610 0.108482
## PC3272 -4.613e-04 3.082e-04 -1.497 0.135547
## PC3273 4.974e-05 2.893e-04 0.172 0.863596
## PC3274 -1.663e-04 3.059e-04 -0.544 0.587050
## PC3275 7.139e-04 3.024e-04 2.361 0.018875 *
## PC3276 -9.365e-05 2.825e-04 -0.331 0.740523
## PC3277 1.611e-04 3.097e-04 0.520 0.603405
## PC3278 -1.355e-04 3.025e-04 -0.448 0.654515
## PC3279 3.239e-04 3.014e-04 1.075 0.283372
## PC3280 -6.125e-06 2.942e-04 -0.021 0.983404
## PC3281 -1.520e-04 2.998e-04 -0.507 0.612504
## PC3282 3.834e-05 2.903e-04 0.132 0.895018
## PC3283 1.158e-04 3.173e-04 0.365 0.715364
## PC3284 4.024e-04 3.109e-04 1.294 0.196546
## PC3285 7.262e-04 2.900e-04 2.504 0.012794 *
## PC3286 2.371e-04 2.958e-04 0.802 0.423392
## PC3287 5.205e-04 2.873e-04 1.812 0.071021 .
## PC3288 -4.112e-04 2.953e-04 -1.393 0.164784
## PC3289 -1.941e-04 3.118e-04 -0.622 0.534142
## PC3290 -2.214e-04 3.210e-04 -0.690 0.490990
## PC3291 3.413e-04 2.926e-04 1.167 0.244294
## PC3292 7.123e-04 2.914e-04 2.444 0.015088 *
## PC3293 5.829e-04 2.928e-04 1.991 0.047384 *
## PC3294 -2.286e-04 2.988e-04 -0.765 0.444788
## PC3295 5.002e-04 2.960e-04 1.690 0.092083 .
## PC3296 7.476e-04 2.890e-04 2.587 0.010141 *
## PC3297 -8.394e-04 3.010e-04 -2.788 0.005632 **
## PC3298 1.307e-04 2.912e-04 0.449 0.653849
## PC3299 6.088e-04 3.000e-04 2.030 0.043280 *
## PC3300 1.628e-05 3.162e-04 0.051 0.958969
## PC3301 3.871e-04 3.051e-04 1.269 0.205402
## PC3302 -7.327e-04 3.162e-04 -2.317 0.021154 *
## PC3303 -2.058e-04 3.007e-04 -0.684 0.494260
## PC3304 -4.811e-05 3.240e-04 -0.148 0.882051
## PC3305 5.142e-04 3.188e-04 1.613 0.107832
## PC3306 -3.166e-04 2.955e-04 -1.072 0.284726
## PC3307 5.109e-04 2.959e-04 1.727 0.085241 .
## PC3308 6.359e-04 2.860e-04 2.223 0.026924 *
## PC3309 4.050e-04 3.187e-04 1.271 0.204827
## PC3310 1.994e-04 2.929e-04 0.681 0.496570
## PC3311 -3.159e-04 2.853e-04 -1.107 0.269096
## PC3312 -1.904e-04 3.056e-04 -0.623 0.533627
## PC3313 -9.681e-04 3.056e-04 -3.168 0.001690 **
## PC3314 -1.581e-05 3.209e-04 -0.049 0.960721
## PC3315 -4.489e-04 2.876e-04 -1.561 0.119534
## PC3316 4.004e-04 2.993e-04 1.338 0.181895
## PC3317 -2.776e-04 3.028e-04 -0.917 0.359901
## PC3318 -6.603e-05 3.256e-04 -0.203 0.839418
## PC3319 2.133e-04 2.824e-04 0.755 0.450667
## PC3320 -4.719e-04 2.760e-04 -1.710 0.088331 .
## PC3321 -3.991e-04 3.015e-04 -1.324 0.186566
## PC3322 -2.431e-05 2.974e-04 -0.082 0.934901
## PC3323 -1.537e-05 3.100e-04 -0.050 0.960483
## PC3324 -5.283e-04 3.040e-04 -1.738 0.083244 .
## PC3325 -3.067e-04 3.031e-04 -1.012 0.312458
## PC3326 -8.225e-05 3.177e-04 -0.259 0.795933
## PC3327 -9.683e-05 3.100e-04 -0.312 0.754992
## PC3328 -5.781e-04 2.956e-04 -1.955 0.051453 .
## PC3329 3.325e-04 3.051e-04 1.090 0.276684
## PC3330 -7.937e-04 2.766e-04 -2.869 0.004404 **
## PC3331 2.397e-04 2.996e-04 0.800 0.424366
## PC3332 2.938e-04 3.186e-04 0.922 0.357224
## PC3333 -5.622e-05 3.045e-04 -0.185 0.853618
## PC3334 2.708e-04 3.097e-04 0.874 0.382626
## PC3335 -5.297e-04 2.897e-04 -1.828 0.068473 .
## PC3336 4.611e-04 3.138e-04 1.469 0.142749
## PC3337 1.522e-04 3.105e-04 0.490 0.624210
## PC3338 2.435e-04 2.861e-04 0.851 0.395432
## PC3339 1.466e-04 3.091e-04 0.474 0.635709
## PC3340 -5.480e-05 3.150e-04 -0.174 0.861975
## PC3341 1.639e-04 2.763e-04 0.593 0.553450
## PC3342 -2.951e-04 3.084e-04 -0.957 0.339433
## PC3343 -1.373e-04 3.096e-04 -0.443 0.657764
## PC3344 -5.114e-04 2.946e-04 -1.736 0.083571 .
## PC3345 -9.547e-05 3.403e-04 -0.281 0.779265
## PC3346 -4.617e-04 2.958e-04 -1.561 0.119594
## PC3347 4.334e-04 3.081e-04 1.407 0.160561
## PC3348 1.941e-04 2.944e-04 0.659 0.510326
## PC3349 -2.287e-04 2.854e-04 -0.801 0.423527
## PC3350 1.882e-04 2.983e-04 0.631 0.528541
## PC3351 6.633e-04 2.762e-04 2.401 0.016931 *
## PC3352 -2.175e-05 2.957e-04 -0.074 0.941427
## PC3353 -4.492e-04 2.792e-04 -1.609 0.108629
## PC3354 -1.031e-04 3.030e-04 -0.340 0.733864
## PC3355 -8.065e-04 2.801e-04 -2.879 0.004268 **
## PC3356 -9.846e-05 2.914e-04 -0.338 0.735629
## PC3357 2.341e-04 3.101e-04 0.755 0.450891
## PC3358 -3.542e-04 3.010e-04 -1.177 0.240242
## PC3359 4.722e-05 3.080e-04 0.153 0.878249
## PC3360 -1.645e-04 2.893e-04 -0.569 0.570055
## PC3361 5.782e-05 3.161e-04 0.183 0.854999
## PC3362 4.272e-04 3.287e-04 1.299 0.194770
## PC3363 -3.711e-04 3.121e-04 -1.189 0.235307
## PC3364 -3.460e-04 2.934e-04 -1.179 0.239242
## PC3365 -8.017e-05 2.955e-04 -0.271 0.786332
## PC3366 2.319e-04 3.264e-04 0.710 0.478069
## PC3367 1.998e-04 3.144e-04 0.636 0.525527
## PC3368 -2.582e-04 3.080e-04 -0.838 0.402515
## PC3369 3.856e-04 3.039e-04 1.269 0.205404
## PC3370 -9.073e-05 2.984e-04 -0.304 0.761265
## PC3371 1.233e-04 2.943e-04 0.419 0.675458
## PC3372 -4.326e-04 2.837e-04 -1.525 0.128314
## PC3373 -1.194e-04 2.881e-04 -0.414 0.678829
## PC3374 3.157e-04 2.874e-04 1.098 0.272944
## PC3375 8.497e-05 3.064e-04 0.277 0.781699
## PC3376 -1.798e-04 2.965e-04 -0.606 0.544826
## PC3377 -3.928e-04 3.300e-04 -1.190 0.234847
## PC3378 -3.276e-04 3.096e-04 -1.058 0.290788
## PC3379 1.116e-04 2.928e-04 0.381 0.703327
## PC3380 6.872e-06 3.126e-04 0.022 0.982475
## PC3381 -6.795e-04 3.021e-04 -2.249 0.025200 *
## PC3382 -2.540e-04 3.097e-04 -0.820 0.412729
## PC3383 1.116e-04 3.111e-04 0.359 0.720108
## PC3384 4.433e-04 3.012e-04 1.472 0.142113
## PC3385 -2.010e-04 3.069e-04 -0.655 0.513034
## PC3386 -3.226e-04 3.033e-04 -1.064 0.288343
## PC3387 1.752e-04 2.891e-04 0.606 0.545078
## PC3388 -3.430e-04 3.132e-04 -1.095 0.274282
## PC3389 2.806e-04 2.939e-04 0.955 0.340557
## PC3390 8.870e-05 3.087e-04 0.287 0.774023
## PC3391 -7.545e-04 3.099e-04 -2.435 0.015488 *
## PC3392 2.900e-04 2.955e-04 0.981 0.327162
## PC3393 1.857e-04 2.944e-04 0.631 0.528678
## PC3394 -1.884e-04 3.202e-04 -0.588 0.556741
## PC3395 -1.875e-04 3.139e-04 -0.597 0.550719
## PC3396 -3.047e-04 3.254e-04 -0.936 0.349838
## PC3397 3.787e-04 3.014e-04 1.257 0.209854
## PC3398 5.323e-04 2.860e-04 1.861 0.063670 .
## PC3399 4.313e-06 3.177e-04 0.014 0.989177
## PC3400 2.381e-04 3.226e-04 0.738 0.461104
## PC3401 -1.294e-05 2.952e-04 -0.044 0.965063
## PC3402 4.790e-05 3.074e-04 0.156 0.876290
## PC3403 5.474e-05 3.148e-04 0.174 0.862063
## PC3404 -4.328e-04 2.974e-04 -1.456 0.146557
## PC3405 -5.843e-05 3.139e-04 -0.186 0.852448
## PC3406 3.070e-04 3.001e-04 1.023 0.307148
## PC3407 -4.929e-05 2.931e-04 -0.168 0.866554
## PC3408 6.582e-05 3.063e-04 0.215 0.830001
## PC3409 -6.545e-05 3.205e-04 -0.204 0.838344
## PC3410 -3.163e-04 3.113e-04 -1.016 0.310319
## PC3411 -2.367e-04 2.909e-04 -0.814 0.416546
## PC3412 2.140e-04 2.966e-04 0.721 0.471305
## PC3413 -8.664e-05 3.047e-04 -0.284 0.776336
## PC3414 4.322e-04 2.940e-04 1.470 0.142597
## PC3415 2.263e-04 3.002e-04 0.754 0.451488
## PC3416 2.652e-04 2.989e-04 0.887 0.375666
## PC3417 -1.355e-04 2.947e-04 -0.460 0.646074
## PC3418 5.627e-04 2.794e-04 2.014 0.044902 *
## PC3419 -4.821e-04 2.958e-04 -1.630 0.104157
## PC3420 6.697e-04 3.041e-04 2.202 0.028385 *
## PC3421 -2.302e-04 2.913e-04 -0.790 0.430045
## PC3422 -3.510e-04 2.997e-04 -1.171 0.242549
## PC3423 -2.777e-04 2.993e-04 -0.928 0.354213
## PC3424 -4.142e-04 3.005e-04 -1.378 0.169083
## PC3425 4.617e-05 2.927e-04 0.158 0.874753
## PC3426 -6.066e-04 2.930e-04 -2.070 0.039307 *
## PC3427 -2.764e-04 3.165e-04 -0.873 0.383128
## PC3428 1.241e-04 2.998e-04 0.414 0.679130
## PC3429 -1.006e-04 3.101e-04 -0.324 0.745798
## PC3430 -1.361e-04 3.181e-04 -0.428 0.669092
## PC3431 -1.629e-04 2.912e-04 -0.559 0.576256
## PC3432 -2.545e-04 3.003e-04 -0.847 0.397445
## PC3433 -1.161e-04 3.105e-04 -0.374 0.708737
## PC3434 2.072e-04 3.060e-04 0.677 0.498873
## PC3435 -3.538e-04 3.006e-04 -1.177 0.240118
## PC3436 4.118e-04 2.927e-04 1.407 0.160558
## PC3437 -2.913e-04 3.151e-04 -0.924 0.356015
## PC3438 -2.373e-04 3.199e-04 -0.742 0.458895
## PC3439 -6.361e-05 3.029e-04 -0.210 0.833790
## PC3440 4.425e-04 3.271e-04 1.353 0.177055
## PC3441 -5.844e-05 3.057e-04 -0.191 0.848503
## PC3442 -5.939e-04 3.059e-04 -1.941 0.053141 .
## PC3443 -1.069e-05 2.843e-04 -0.038 0.970036
## PC3444 -1.302e-04 3.126e-04 -0.416 0.677436
## PC3445 -1.422e-04 2.827e-04 -0.503 0.615406
## PC3446 9.781e-05 3.194e-04 0.306 0.759636
## PC3447 1.241e-04 3.055e-04 0.406 0.684753
## PC3448 -3.656e-04 2.757e-04 -1.326 0.185858
## PC3449 4.607e-04 3.202e-04 1.439 0.151244
## PC3450 -3.528e-04 3.169e-04 -1.113 0.266440
## PC3451 -2.513e-04 2.959e-04 -0.849 0.396416
## PC3452 -3.476e-04 3.136e-04 -1.108 0.268642
## PC3453 5.213e-04 3.112e-04 1.675 0.094913 .
## PC3454 3.851e-04 2.775e-04 1.388 0.166270
## PC3455 2.475e-04 3.180e-04 0.778 0.436951
## PC3456 2.395e-04 3.015e-04 0.794 0.427618
## PC3457 -5.789e-05 2.986e-04 -0.194 0.846426
## PC3458 -5.152e-05 3.054e-04 -0.169 0.866135
## PC3459 6.479e-04 3.142e-04 2.062 0.040075 *
## PC3460 8.628e-05 2.988e-04 0.289 0.772979
## PC3461 -5.334e-04 3.049e-04 -1.749 0.081265 .
## PC3462 6.148e-04 3.079e-04 1.996 0.046776 *
## PC3463 -8.055e-05 2.852e-04 -0.282 0.777835
## PC3464 -3.614e-04 2.996e-04 -1.206 0.228640
## PC3465 2.968e-04 2.871e-04 1.034 0.302193
## PC3466 9.974e-05 3.418e-04 0.292 0.770651
## PC3467 6.790e-05 3.177e-04 0.214 0.830931
## PC3468 -1.262e-04 3.267e-04 -0.386 0.699621
## PC3469 -6.077e-04 3.139e-04 -1.936 0.053799 .
## PC3470 -3.739e-04 3.043e-04 -1.229 0.220151
## PC3471 -1.970e-04 3.060e-04 -0.644 0.520243
## PC3472 3.909e-04 2.888e-04 1.354 0.176874
## PC3473 -8.108e-04 3.044e-04 -2.664 0.008144 **
## PC3474 1.988e-05 2.872e-04 0.069 0.944879
## PC3475 5.141e-04 2.939e-04 1.749 0.081330 .
## PC3476 -1.742e-04 3.088e-04 -0.564 0.572993
## PC3477 6.485e-04 3.249e-04 1.996 0.046838 *
## PC3478 -4.706e-04 3.013e-04 -1.562 0.119370
## PC3479 -5.145e-04 3.201e-04 -1.607 0.109051
## PC3480 3.729e-05 3.419e-04 0.109 0.913221
## PC3481 -3.662e-04 3.076e-04 -1.190 0.234830
## PC3482 2.654e-04 3.001e-04 0.884 0.377155
## PC3483 4.676e-04 2.869e-04 1.630 0.104153
## PC3484 7.354e-04 2.848e-04 2.582 0.010300 *
## PC3485 -4.828e-04 2.800e-04 -1.725 0.085635 .
## PC3486 8.433e-04 2.933e-04 2.875 0.004322 **
## PC3487 -3.260e-04 3.065e-04 -1.064 0.288322
## PC3488 2.757e-04 3.262e-04 0.845 0.398710
## PC3489 2.263e-04 3.124e-04 0.724 0.469414
## PC3490 -1.194e-04 2.979e-04 -0.401 0.688903
## PC3491 2.773e-04 2.987e-04 0.928 0.353966
## PC3492 7.292e-05 3.127e-04 0.233 0.815727
## PC3493 -8.122e-06 2.976e-04 -0.027 0.978242
## PC3494 8.039e-05 3.091e-04 0.260 0.795001
## PC3495 3.742e-04 3.061e-04 1.223 0.222418
## PC3496 2.467e-04 3.126e-04 0.789 0.430542
## PC3497 -4.003e-04 3.211e-04 -1.246 0.213571
## PC3498 -5.239e-04 3.046e-04 -1.720 0.086418 .
## PC3499 -6.170e-04 3.313e-04 -1.862 0.063528 .
## PC3500 -2.547e-05 3.121e-04 -0.082 0.935026
## PC3501 3.733e-04 3.134e-04 1.191 0.234644
## PC3502 4.639e-04 3.134e-04 1.480 0.139910
## PC3503 4.814e-04 3.014e-04 1.597 0.111220
## PC3504 -2.982e-05 3.098e-04 -0.096 0.923383
## PC3505 -3.815e-04 2.908e-04 -1.312 0.190539
## PC3506 -9.746e-05 3.006e-04 -0.324 0.745973
## PC3507 -5.511e-05 2.998e-04 -0.184 0.854264
## PC3508 -5.466e-04 3.056e-04 -1.789 0.074623 .
## PC3509 7.000e-05 3.085e-04 0.227 0.820659
## PC3510 -1.315e-05 2.984e-04 -0.044 0.964878
## PC3511 3.517e-04 3.145e-04 1.118 0.264403
## PC3512 -7.105e-04 2.996e-04 -2.371 0.018341 *
## PC3513 4.466e-05 3.095e-04 0.144 0.885381
## PC3514 -1.638e-04 2.986e-04 -0.548 0.583796
## PC3515 -4.741e-04 2.921e-04 -1.623 0.105576
## PC3516 -3.019e-04 3.127e-04 -0.965 0.335095
## PC3517 1.985e-04 2.891e-04 0.687 0.492906
## PC3518 -1.270e-04 3.091e-04 -0.411 0.681389
## PC3519 5.324e-05 2.892e-04 0.184 0.854069
## PC3520 -5.133e-04 3.236e-04 -1.586 0.113798
## PC3521 3.665e-04 3.065e-04 1.195 0.232828
## PC3522 -1.085e-03 3.207e-04 -3.384 0.000807 ***
## PC3523 3.227e-04 3.073e-04 1.050 0.294538
## PC3524 4.439e-04 3.179e-04 1.397 0.163552
## PC3525 -1.232e-04 2.988e-04 -0.412 0.680307
## PC3526 -2.301e-04 3.039e-04 -0.757 0.449573
## PC3527 1.099e-04 2.991e-04 0.367 0.713547
## PC3528 6.285e-05 2.883e-04 0.218 0.827594
## PC3529 -1.927e-04 2.814e-04 -0.685 0.494038
## PC3530 3.111e-04 3.123e-04 0.996 0.320040
## PC3531 -4.727e-04 3.268e-04 -1.446 0.149100
## PC3532 -7.670e-04 3.131e-04 -2.450 0.014849 *
## PC3533 -1.410e-04 3.183e-04 -0.443 0.658162
## PC3534 -6.330e-04 3.021e-04 -2.095 0.037001 *
## PC3535 1.294e-04 2.979e-04 0.434 0.664420
## PC3536 -3.222e-04 3.037e-04 -1.061 0.289572
## PC3537 5.992e-04 2.958e-04 2.026 0.043662 *
## PC3538 -5.351e-04 2.999e-04 -1.784 0.075349 .
## PC3539 1.024e-04 2.926e-04 0.350 0.726659
## PC3540 -6.137e-04 3.188e-04 -1.925 0.055131 .
## PC3541 -6.064e-04 3.232e-04 -1.876 0.061581 .
## PC3542 -4.148e-04 3.198e-04 -1.297 0.195690
## PC3543 -2.849e-04 3.017e-04 -0.944 0.345726
## PC3544 -9.371e-04 2.974e-04 -3.151 0.001792 **
## PC3545 -5.634e-04 3.320e-04 -1.697 0.090731 .
## PC3546 -7.103e-04 3.005e-04 -2.363 0.018741 *
## PC3547 -3.660e-04 3.248e-04 -1.127 0.260652
## PC3548 -1.998e-04 3.040e-04 -0.657 0.511560
## PC3549 5.482e-04 2.861e-04 1.916 0.056296 .
## PC3550 -2.224e-04 3.032e-04 -0.733 0.463841
## PC3551 8.146e-06 3.159e-04 0.026 0.979444
## PC3552 -5.672e-04 2.882e-04 -1.968 0.049965 *
## PC3553 -8.182e-05 2.945e-04 -0.278 0.781335
## PC3554 -1.652e-05 2.972e-04 -0.056 0.955713
## PC3555 -3.517e-04 3.104e-04 -1.133 0.258173
## PC3556 -5.532e-04 3.014e-04 -1.835 0.067478 .
## PC3557 -4.490e-05 3.118e-04 -0.144 0.885598
## PC3558 2.455e-04 3.189e-04 0.770 0.441894
## PC3559 1.337e-05 3.020e-04 0.044 0.964719
## PC3560 2.621e-04 3.124e-04 0.839 0.402091
## PC3561 -2.998e-04 3.068e-04 -0.977 0.329290
## PC3562 4.797e-04 3.041e-04 1.577 0.115793
## PC3563 -5.258e-04 3.158e-04 -1.665 0.097020 .
## PC3564 -7.549e-05 3.071e-04 -0.246 0.805970
## PC3565 -7.820e-04 2.907e-04 -2.690 0.007538 **
## PC3566 -3.182e-04 3.251e-04 -0.979 0.328559
## PC3567 2.102e-04 3.026e-04 0.695 0.487826
## PC3568 -9.436e-05 3.051e-04 -0.309 0.757352
## PC3569 -2.273e-05 3.255e-04 -0.070 0.944365
## PC3570 2.345e-04 3.029e-04 0.774 0.439332
## PC3571 3.219e-04 3.226e-04 0.998 0.319166
## PC3572 4.137e-04 3.150e-04 1.313 0.190092
## PC3573 7.536e-04 3.111e-04 2.422 0.016009 *
## PC3574 3.330e-04 3.226e-04 1.032 0.302731
## PC3575 -4.717e-04 3.198e-04 -1.475 0.141220
## PC3576 2.814e-04 3.214e-04 0.875 0.382068
## PC3577 -4.583e-04 3.068e-04 -1.494 0.136276
## PC3578 -1.039e-04 3.069e-04 -0.338 0.735248
## PC3579 -1.063e-04 2.985e-04 -0.356 0.722162
## PC3580 1.556e-04 3.168e-04 0.491 0.623677
## PC3581 -5.400e-04 3.109e-04 -1.737 0.083425 .
## PC3582 -3.183e-04 3.023e-04 -1.053 0.293117
## PC3583 2.279e-04 3.002e-04 0.759 0.448501
## PC3584 8.111e-04 3.118e-04 2.601 0.009748 **
## PC3585 -1.548e-04 3.194e-04 -0.485 0.628268
## PC3586 6.039e-04 3.125e-04 1.932 0.054271 .
## PC3587 -5.855e-05 3.010e-04 -0.195 0.845885
## PC3588 3.996e-04 3.354e-04 1.192 0.234376
## PC3589 -2.422e-05 3.188e-04 -0.076 0.939512
## PC3590 1.247e-04 2.977e-04 0.419 0.675586
## PC3591 -3.112e-04 3.000e-04 -1.037 0.300529
## PC3592 -3.653e-04 3.136e-04 -1.165 0.245041
## PC3593 3.481e-04 3.077e-04 1.131 0.258817
## PC3594 -3.093e-04 3.051e-04 -1.014 0.311549
## PC3595 -8.745e-05 3.147e-04 -0.278 0.781312
## PC3596 -5.705e-05 3.177e-04 -0.180 0.857609
## PC3597 -6.530e-05 3.241e-04 -0.202 0.840440
## PC3598 2.670e-04 3.196e-04 0.835 0.404231
## PC3599 -4.386e-04 2.932e-04 -1.496 0.135719
## PC3600 7.067e-04 3.096e-04 2.283 0.023150 *
## PC3601 -3.865e-04 3.029e-04 -1.276 0.202887
## PC3602 -1.665e-04 3.176e-04 -0.524 0.600539
## PC3603 5.820e-04 2.968e-04 1.961 0.050770 .
## PC3604 1.377e-04 2.956e-04 0.466 0.641626
## PC3605 1.581e-04 2.940e-04 0.538 0.591292
## PC3606 2.858e-05 3.277e-04 0.087 0.930539
## PC3607 -7.019e-05 3.058e-04 -0.230 0.818632
## PC3608 -1.677e-04 3.146e-04 -0.533 0.594302
## PC3609 -6.437e-04 3.294e-04 -1.954 0.051597 .
## PC3610 3.879e-05 3.179e-04 0.122 0.902948
## PC3611 1.257e-04 3.029e-04 0.415 0.678370
## PC3612 -4.215e-04 2.936e-04 -1.436 0.152138
## PC3613 -5.964e-04 3.059e-04 -1.950 0.052149 .
## PC3614 -4.001e-05 3.254e-04 -0.123 0.902227
## PC3615 -6.436e-04 3.200e-04 -2.011 0.045159 *
## PC3616 2.598e-04 3.122e-04 0.832 0.406006
## PC3617 2.656e-04 3.116e-04 0.852 0.394713
## PC3618 2.179e-04 3.290e-04 0.662 0.508352
## PC3619 6.712e-04 3.002e-04 2.236 0.026090 *
## PC3620 1.131e-04 3.125e-04 0.362 0.717575
## PC3621 -2.812e-05 3.066e-04 -0.092 0.926981
## PC3622 9.040e-05 3.100e-04 0.292 0.770752
## PC3623 -8.605e-04 3.155e-04 -2.728 0.006750 **
## PC3624 -1.796e-05 3.076e-04 -0.058 0.953471
## PC3625 3.153e-04 2.969e-04 1.062 0.289025
## PC3626 -8.389e-04 3.089e-04 -2.716 0.006992 **
## PC3627 -2.054e-04 3.153e-04 -0.651 0.515289
## PC3628 3.200e-04 3.116e-04 1.027 0.305315
## PC3629 3.445e-04 3.169e-04 1.087 0.277891
## PC3630 4.520e-04 3.021e-04 1.496 0.135608
## PC3631 2.974e-05 3.021e-04 0.098 0.921643
## PC3632 -5.207e-05 3.007e-04 -0.173 0.862642
## PC3633 -9.393e-04 3.302e-04 -2.845 0.004749 **
## PC3634 -2.604e-04 2.982e-04 -0.873 0.383264
## PC3635 3.070e-04 3.218e-04 0.954 0.340887
## PC3636 3.375e-05 2.996e-04 0.113 0.910389
## PC3637 -3.916e-04 3.324e-04 -1.178 0.239674
## PC3638 2.495e-04 3.259e-04 0.766 0.444426
## PC3639 -4.262e-04 3.113e-04 -1.369 0.172036
## PC3640 3.863e-04 2.864e-04 1.349 0.178397
## PC3641 4.982e-04 3.289e-04 1.515 0.130897
## PC3642 4.627e-04 2.983e-04 1.551 0.121953
## PC3643 -2.764e-04 2.976e-04 -0.929 0.353758
## PC3644 -2.462e-04 2.955e-04 -0.833 0.405293
## PC3645 7.606e-05 3.127e-04 0.243 0.808016
## PC3646 -4.122e-04 3.157e-04 -1.306 0.192698
## PC3647 -5.837e-05 2.970e-04 -0.197 0.844320
## PC3648 7.890e-04 3.057e-04 2.581 0.010318 *
## PC3649 5.438e-04 3.127e-04 1.739 0.082995 .
## PC3650 -1.254e-04 3.084e-04 -0.407 0.684503
## PC3651 3.716e-04 3.030e-04 1.226 0.220992
## PC3652 -1.754e-04 2.983e-04 -0.588 0.557099
## PC3653 1.566e-04 2.956e-04 0.530 0.596554
## PC3654 -5.540e-05 3.179e-04 -0.174 0.861787
## PC3655 -3.574e-04 3.070e-04 -1.164 0.245268
## PC3656 -2.811e-04 3.399e-04 -0.827 0.408965
## PC3657 -4.308e-04 3.442e-04 -1.252 0.211606
## PC3658 3.455e-04 3.121e-04 1.107 0.269128
## PC3659 -2.989e-04 2.964e-04 -1.008 0.314081
## PC3660 2.881e-04 2.854e-04 1.009 0.313649
## PC3661 2.773e-04 3.113e-04 0.891 0.373691
## PC3662 -2.577e-05 3.223e-04 -0.080 0.936329
## PC3663 4.081e-04 3.135e-04 1.302 0.194014
## PC3664 -1.026e-03 3.084e-04 -3.328 0.000982 ***
## PC3665 3.313e-04 2.865e-04 1.157 0.248347
## PC3666 -2.922e-04 2.987e-04 -0.978 0.328868
## PC3667 2.949e-05 3.128e-04 0.094 0.924946
## PC3668 -1.710e-05 3.091e-04 -0.055 0.955915
## PC3669 -3.779e-04 3.195e-04 -1.183 0.237824
## PC3670 5.691e-04 3.148e-04 1.808 0.071575 .
## PC3671 4.444e-04 3.107e-04 1.431 0.153589
## PC3672 -4.173e-04 3.248e-04 -1.285 0.199873
## PC3673 6.199e-04 2.953e-04 2.099 0.036623 *
## PC3674 7.892e-04 3.281e-04 2.406 0.016742 *
## PC3675 -1.267e-04 3.048e-04 -0.416 0.677936
## PC3676 3.451e-04 2.892e-04 1.193 0.233644
## PC3677 1.173e-04 3.129e-04 0.375 0.707992
## PC3678 -2.341e-04 3.245e-04 -0.721 0.471169
## PC3679 -6.140e-04 3.102e-04 -1.980 0.048647 *
## PC3680 -1.790e-04 3.222e-04 -0.556 0.578827
## PC3681 -1.251e-04 3.642e-04 -0.344 0.731418
## PC3682 -3.476e-04 3.040e-04 -1.143 0.253784
## PC3683 -9.930e-05 3.171e-04 -0.313 0.754413
## PC3684 -4.772e-04 3.195e-04 -1.494 0.136280
## PC3685 5.846e-05 3.034e-04 0.193 0.847356
## PC3686 1.623e-04 3.186e-04 0.510 0.610737
## PC3687 -2.236e-04 3.137e-04 -0.713 0.476532
## PC3688 8.983e-05 3.202e-04 0.281 0.779234
## PC3689 -5.225e-04 3.087e-04 -1.693 0.091502 .
## PC3690 2.803e-04 3.107e-04 0.902 0.367696
## PC3691 -1.200e-04 3.130e-04 -0.383 0.701743
## PC3692 2.425e-04 3.094e-04 0.784 0.433803
## PC3693 -4.047e-04 3.150e-04 -1.285 0.199832
## PC3694 1.321e-04 3.186e-04 0.415 0.678566
## PC3695 -6.001e-04 3.140e-04 -1.911 0.056914 .
## PC3696 4.045e-04 3.145e-04 1.286 0.199336
## PC3697 -6.429e-04 2.960e-04 -2.172 0.030626 *
## PC3698 -5.646e-04 3.089e-04 -1.828 0.068513 .
## PC3699 6.817e-04 3.140e-04 2.171 0.030707 *
## PC3700 -1.551e-04 3.010e-04 -0.515 0.606768
## PC3701 1.556e-04 3.141e-04 0.496 0.620575
## PC3702 3.884e-04 3.058e-04 1.270 0.205052
## PC3703 7.606e-04 3.248e-04 2.341 0.019855 *
## PC3704 5.248e-05 3.377e-04 0.155 0.876597
## PC3705 1.006e-03 3.168e-04 3.174 0.001658 **
## PC3706 1.198e-04 3.116e-04 0.385 0.700796
## PC3707 -6.504e-04 2.923e-04 -2.225 0.026808 *
## PC3708 -1.763e-04 2.996e-04 -0.588 0.556780
## PC3709 -3.847e-04 3.223e-04 -1.193 0.233627
## PC3710 1.796e-04 3.328e-04 0.540 0.589725
## PC3711 -5.590e-04 3.218e-04 -1.737 0.083421 .
## PC3712 -3.186e-04 3.210e-04 -0.993 0.321732
## PC3713 -2.375e-04 3.020e-04 -0.786 0.432229
## PC3714 -3.269e-04 3.115e-04 -1.049 0.294862
## PC3715 -5.342e-04 3.209e-04 -1.665 0.096999 .
## PC3716 8.865e-06 3.259e-04 0.027 0.978316
## PC3717 4.434e-04 3.085e-04 1.437 0.151712
## PC3718 1.453e-04 3.086e-04 0.471 0.638150
## PC3719 -4.904e-05 2.935e-04 -0.167 0.867431
## PC3720 4.277e-05 3.209e-04 0.133 0.894081
## PC3721 -1.334e-04 2.993e-04 -0.446 0.656184
## PC3722 3.430e-04 3.090e-04 1.110 0.267889
## PC3723 7.694e-04 3.226e-04 2.385 0.017715 *
## PC3724 3.343e-04 3.159e-04 1.058 0.290811
## PC3725 -4.155e-04 3.162e-04 -1.314 0.189821
## PC3726 -2.520e-04 3.098e-04 -0.813 0.416712
## PC3727 -5.287e-06 3.159e-04 -0.017 0.986656
## PC3728 -1.198e-04 3.128e-04 -0.383 0.702076
## PC3729 4.152e-04 3.142e-04 1.322 0.187324
## PC3730 -3.850e-04 3.292e-04 -1.169 0.243145
## PC3731 -6.946e-05 3.036e-04 -0.229 0.819202
## PC3732 1.035e-03 3.291e-04 3.146 0.001820 **
## PC3733 -2.152e-04 3.212e-04 -0.670 0.503467
## PC3734 2.379e-04 3.064e-04 0.776 0.438120
## PC3735 -5.342e-04 3.120e-04 -1.712 0.087930 .
## PC3736 1.220e-03 3.145e-04 3.879 0.000129 ***
## PC3737 2.948e-04 2.951e-04 0.999 0.318549
## PC3738 2.361e-04 3.278e-04 0.720 0.471838
## PC3739 -3.918e-04 3.254e-04 -1.204 0.229425
## PC3740 3.460e-05 2.908e-04 0.119 0.905369
## PC3741 2.633e-04 3.245e-04 0.812 0.417673
## PC3742 -9.949e-05 2.976e-04 -0.334 0.738371
## PC3743 6.025e-05 3.105e-04 0.194 0.846297
## PC3744 -2.484e-04 3.180e-04 -0.781 0.435424
## PC3745 -2.650e-04 3.048e-04 -0.869 0.385398
## PC3746 -3.898e-04 3.215e-04 -1.213 0.226218
## PC3747 3.623e-04 3.093e-04 1.171 0.242436
## PC3748 4.791e-04 3.037e-04 1.578 0.115722
## PC3749 2.748e-04 3.244e-04 0.847 0.397658
## PC3750 -4.133e-05 3.101e-04 -0.133 0.894081
## PC3751 1.873e-06 3.235e-04 0.006 0.995382
## PC3752 4.651e-04 3.085e-04 1.508 0.132637
## PC3753 9.951e-04 3.205e-04 3.105 0.002083 **
## PC3754 1.593e-04 3.093e-04 0.515 0.606820
## PC3755 -9.250e-05 3.095e-04 -0.299 0.765268
## PC3756 -6.565e-05 2.893e-04 -0.227 0.820595
## PC3757 -6.278e-05 3.054e-04 -0.206 0.837233
## PC3758 -2.677e-04 3.169e-04 -0.845 0.398865
## PC3759 -4.560e-04 3.033e-04 -1.503 0.133790
## PC3760 2.080e-05 3.107e-04 0.067 0.946656
## PC3761 1.947e-04 3.024e-04 0.644 0.520182
## PC3762 -1.028e-06 3.295e-04 -0.003 0.997512
## PC3763 -7.519e-05 3.284e-04 -0.229 0.819074
## PC3764 7.601e-04 3.276e-04 2.321 0.020972 *
## PC3765 -2.458e-04 3.201e-04 -0.768 0.443254
## PC3766 4.461e-04 3.118e-04 1.431 0.153481
## PC3767 8.533e-04 3.282e-04 2.599 0.009794 **
## PC3768 1.203e-05 3.014e-04 0.040 0.968197
## PC3769 5.845e-04 3.073e-04 1.902 0.058077 .
## PC3770 3.555e-04 3.115e-04 1.141 0.254710
## PC3771 -4.008e-05 3.079e-04 -0.130 0.896519
## PC3772 -2.129e-04 2.938e-04 -0.725 0.469281
## PC3773 2.656e-04 3.152e-04 0.843 0.400120
## PC3774 1.724e-04 3.402e-04 0.507 0.612764
## PC3775 -1.072e-04 3.053e-04 -0.351 0.725809
## PC3776 8.346e-04 3.212e-04 2.598 0.009835 **
## PC3777 4.339e-04 3.027e-04 1.433 0.152808
## PC3778 2.428e-04 3.184e-04 0.763 0.446198
## PC3779 -4.530e-04 3.059e-04 -1.481 0.139727
## PC3780 -3.718e-04 3.112e-04 -1.195 0.233081
## PC3781 -1.694e-04 3.109e-04 -0.545 0.586202
## PC3782 5.375e-04 3.019e-04 1.781 0.075977 .
## PC3783 3.619e-04 2.991e-04 1.210 0.227315
## PC3784 -4.811e-04 2.976e-04 -1.617 0.106966
## PC3785 4.218e-04 3.125e-04 1.350 0.178137
## PC3786 3.001e-04 3.171e-04 0.946 0.344815
## PC3787 1.172e-04 2.944e-04 0.398 0.690824
## PC3788 8.381e-05 3.120e-04 0.269 0.788407
## PC3789 -2.855e-04 3.447e-04 -0.828 0.408151
## PC3790 -7.860e-04 3.228e-04 -2.435 0.015470 *
## PC3791 1.894e-04 3.389e-04 0.559 0.576757
## PC3792 2.340e-04 3.289e-04 0.711 0.477384
## PC3793 6.094e-05 3.239e-04 0.188 0.850887
## PC3794 9.033e-05 2.997e-04 0.301 0.763342
## PC3795 -8.226e-05 3.152e-04 -0.261 0.794316
## PC3796 -6.238e-05 3.184e-04 -0.196 0.844807
## PC3797 1.502e-04 3.165e-04 0.475 0.635482
## PC3798 2.945e-04 3.143e-04 0.937 0.349466
## PC3799 2.923e-04 3.133e-04 0.933 0.351622
## PC3800 4.962e-04 3.175e-04 1.563 0.119138
## PC3801 -4.904e-04 3.165e-04 -1.549 0.122358
## PC3802 -1.619e-05 3.266e-04 -0.050 0.960490
## PC3803 3.296e-04 3.329e-04 0.990 0.322862
## PC3804 4.940e-04 2.991e-04 1.652 0.099602 .
## PC3805 -1.000e-03 2.996e-04 -3.338 0.000949 ***
## PC3806 -3.600e-04 3.360e-04 -1.071 0.284910
## PC3807 -5.489e-05 3.285e-04 -0.167 0.867405
## PC3808 -4.048e-04 3.265e-04 -1.240 0.216093
## PC3809 -4.394e-04 3.387e-04 -1.297 0.195555
## PC3810 -3.678e-04 3.228e-04 -1.140 0.255373
## PC3811 -9.654e-05 3.097e-04 -0.312 0.755423
## PC3812 -1.292e-05 3.046e-04 -0.042 0.966195
## PC3813 5.586e-05 3.140e-04 0.178 0.858946
## PC3814 -4.363e-04 3.205e-04 -1.361 0.174404
## PC3815 -2.759e-04 3.371e-04 -0.818 0.413743
## PC3816 -6.586e-04 3.160e-04 -2.084 0.038020 *
## PC3817 5.455e-05 3.138e-04 0.174 0.862104
## PC3818 3.696e-04 3.165e-04 1.168 0.243818
## PC3819 -3.798e-05 3.128e-04 -0.121 0.903444
## PC3820 7.853e-05 3.132e-04 0.251 0.802190
## PC3821 -4.095e-04 3.153e-04 -1.299 0.194975
## PC3822 -7.495e-04 3.114e-04 -2.407 0.016678 *
## PC3823 -3.986e-04 3.278e-04 -1.216 0.224913
## PC3824 3.304e-04 3.194e-04 1.035 0.301674
## PC3825 2.352e-04 3.139e-04 0.749 0.454173
## PC3826 -8.769e-05 3.311e-04 -0.265 0.791337
## PC3827 -1.432e-03 3.192e-04 -4.487 1.03e-05 ***
## PC3828 -1.841e-04 3.292e-04 -0.559 0.576390
## PC3829 3.277e-04 3.054e-04 1.073 0.284066
## PC3830 2.441e-04 3.239e-04 0.754 0.451694
## PC3831 2.608e-05 2.982e-04 0.087 0.930367
## PC3832 3.314e-04 3.142e-04 1.055 0.292347
## PC3833 -1.390e-04 3.034e-04 -0.458 0.647106
## PC3834 4.829e-04 2.984e-04 1.618 0.106626
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.01348 on 303 degrees of freedom
## Multiple R-squared: 0.9869, Adjusted R-squared: 0.821
## F-statistic: 5.949 on 3834 and 303 DF, p-value: < 2.2e-16
cd.full2 = plot.diagnostics(model.full2, data.train2)
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
## [1] "Number of data points that have Cook's D > 4/n: 2441"
## [1] "Number of data points that have Cook's D > 1: 0"
# much more normal residuals than before.
# Checking to see if distributions are different and if so whcih variables
# High Leverage Plot
plotData = data.train %>%
rownames_to_column() %>%
mutate(type=ifelse(rowname %in% high.cd,'High','Normal')) %>%
dplyr::select(type,target=one_of(label.names))
ggplot(data=plotData, aes(x=type,y=target)) +
geom_boxplot(fill='light blue',outlier.shape=NA) +
scale_y_continuous(name="Target Variable Values",label=scales::comma_format(accuracy=.1)) +
theme_light() +
ggtitle('Distribution of High Leverage Points and Normal Points')
# 2 sample t-tests
plotData = data.train %>%
rownames_to_column() %>%
mutate(type=ifelse(rowname %in% high.cd,'High','Normal')) %>%
dplyr::select(type,one_of(feature.names))
comp.test = lapply(dplyr::select(plotData, one_of(feature.names))
, function(x) t.test(x ~ plotData$type, var.equal = TRUE))
sig.comp = list.filter(comp.test, p.value < 0.05)
sapply(sig.comp, function(x) x[['p.value']])
## PC5 PC7 PC23 PC55 PC69 PC70 PC84 PC88 PC93
## 0.0119305980 0.0144518037 0.0155439134 0.0264844826 0.0256482067 0.0006068247 0.0268313775 0.0382504300 0.0286851213
## PC101 PC110 PC128 PC141 PC169 PC203 PC231 PC235 PC257
## 0.0467975060 0.0320170273 0.0084560217 0.0271766469 0.0257963675 0.0125293441 0.0345396438 0.0242833556 0.0484878254
## PC298 PC317 PC327 PC336 PC344 PC361 PC362 PC374 PC379
## 0.0411338002 0.0421706521 0.0037480037 0.0127191550 0.0120904524 0.0342176590 0.0017344415 0.0379993661 0.0281801837
## PC402 PC415 PC452 PC453 PC489 PC529 PC536 PC554 PC569
## 0.0433794601 0.0366695378 0.0221738311 0.0150837126 0.0186437399 0.0107373270 0.0494767864 0.0005004270 0.0098071053
## PC586 PC626 PC630 PC635 PC644 PC645 PC661 PC680 PC752
## 0.0371706767 0.0154308020 0.0377243745 0.0291121572 0.0451660852 0.0469219393 0.0190908423 0.0085915350 0.0301495704
## PC761 PC763 PC769 PC780 PC786 PC796 PC829 PC835 PC837
## 0.0160938898 0.0236729660 0.0009347640 0.0404750272 0.0371202887 0.0064065840 0.0359391029 0.0494889017 0.0207601442
## PC840 PC856 PC883 PC907 PC931 PC932 PC937 PC962 PC994
## 0.0375735767 0.0470714410 0.0267531050 0.0095943418 0.0025001680 0.0107843631 0.0343222256 0.0356018809 0.0468736542
## PC1001 PC1002 PC1017 PC1022 PC1023 PC1040 PC1048 PC1081 PC1095
## 0.0234621758 0.0388662143 0.0050674757 0.0348407266 0.0231839680 0.0089317571 0.0001297840 0.0194519924 0.0261421126
## PC1098 PC1116 PC1141 PC1145 PC1147 PC1158 PC1173 PC1193 PC1227
## 0.0055099890 0.0315574694 0.0303980175 0.0424142664 0.0472805269 0.0224263206 0.0170846998 0.0346544197 0.0367365759
## PC1235 PC1267 PC1268 PC1277 PC1296 PC1299 PC1302 PC1332 PC1354
## 0.0490349156 0.0318812930 0.0387992994 0.0113908559 0.0358870588 0.0094055511 0.0003039997 0.0039821846 0.0188899921
## PC1360 PC1413 PC1463 PC1465 PC1479 PC1495 PC1504 PC1514 PC1557
## 0.0105946860 0.0200228593 0.0350739505 0.0395598500 0.0027873697 0.0048866541 0.0177641896 0.0426926362 0.0462464691
## PC1569 PC1575 PC1584 PC1588 PC1597 PC1617 PC1643 PC1645 PC1666
## 0.0125932811 0.0461143653 0.0397536586 0.0497920607 0.0431049797 0.0000966684 0.0454870595 0.0293415758 0.0470369895
## PC1713 PC1723 PC1765 PC1799 PC1812 PC1818 PC1861 PC1911 PC1923
## 0.0313690199 0.0487359805 0.0038339893 0.0328094151 0.0094085478 0.0102088855 0.0070365680 0.0484385912 0.0002264797
## PC1929 PC1942 PC1951 PC1984 PC1994 PC2003 PC2004 PC2043 PC2067
## 0.0012727505 0.0412228525 0.0337376721 0.0081290371 0.0314420908 0.0482079656 0.0008101387 0.0246264928 0.0127986016
## PC2070 PC2077 PC2078 PC2108 PC2126 PC2127 PC2134 PC2138 PC2154
## 0.0104534957 0.0102604074 0.0057924230 0.0411047657 0.0027119837 0.0345237570 0.0299156208 0.0151774830 0.0251929401
## PC2160 PC2174 PC2180 PC2230 PC2254 PC2270 PC2330 PC2404 PC2421
## 0.0135387305 0.0429243400 0.0456777251 0.0044803018 0.0201658548 0.0185003637 0.0006501101 0.0418055705 0.0480613818
## PC2423 PC2426 PC2440 PC2452 PC2478 PC2514 PC2522 PC2527 PC2557
## 0.0169753094 0.0186180461 0.0343479615 0.0462713196 0.0305457127 0.0470932229 0.0082455615 0.0236468757 0.0417778846
## PC2632 PC2658 PC2664 PC2667 PC2673 PC2679 PC2684 PC2729 PC2738
## 0.0356634262 0.0187664790 0.0249166980 0.0340544984 0.0244202424 0.0005783415 0.0228682208 0.0186576469 0.0164051115
## PC2744 PC2786 PC2807 PC2815 PC2820 PC2846 PC2858 PC2860 PC2878
## 0.0286038343 0.0070749757 0.0493286737 0.0384821972 0.0260736728 0.0014493981 0.0217708326 0.0390144799 0.0431950074
## PC2890 PC2894 PC2898 PC2930 PC2961 PC2969 PC3000 PC3043 PC3074
## 0.0423390454 0.0267684253 0.0189468813 0.0340333931 0.0035246537 0.0200207797 0.0474076982 0.0077390610 0.0096370686
## PC3076 PC3087 PC3093 PC3110 PC3122 PC3139 PC3141 PC3151 PC3183
## 0.0214877990 0.0253250922 0.0350721132 0.0154000802 0.0140999472 0.0421773553 0.0452432634 0.0113475642 0.0121287139
## PC3185 PC3238 PC3251 PC3254 PC3264 PC3267 PC3272 PC3307 PC3341
## 0.0434614301 0.0436035508 0.0009084474 0.0493641086 0.0258324668 0.0104560014 0.0356379759 0.0430514008 0.0297976190
## PC3368 PC3379 PC3395 PC3413 PC3417 PC3438 PC3453 PC3459 PC3482
## 0.0417688489 0.0148109599 0.0481294808 0.0208503422 0.0283120463 0.0446653540 0.0248168179 0.0375802481 0.0368183391
## PC3544 PC3552 PC3570 PC3604 PC3640 PC3650 PC3662 PC3665 PC3694
## 0.0367144244 0.0248451807 0.0279564673 0.0460728491 0.0170628317 0.0316338249 0.0303606757 0.0198725439 0.0199086440
## PC3706 PC3711 PC3742 PC3745 PC3754 PC3774 PC3798 PC3812 PC3823
## 0.0337803100 0.0364124954 0.0201857329 0.0021419946 0.0473605183 0.0172829653 0.0139041218 0.0377469808 0.0338755518
## PC3829 PC3834
## 0.0385780098 0.0185796916
mm = melt(plotData, id=c('type')) %>% filter(variable %in% names(sig.comp))
ggplot(mm,aes(x=type, y=value)) +
geom_boxplot()+
facet_wrap(~variable, ncol=5, scales = 'free_y') +
scale_y_continuous(name="values",label=scales::comma_format(accuracy=.1)) +
ggtitle('Distribution of High Leverage Points and Normal Points')
# Distribution (box) Plots
mm = melt(plotData, id=c('type'))
ggplot(mm,aes(x=type, y=value)) +
geom_boxplot()+
facet_wrap(~variable, ncol=8, scales = 'free_y') +
scale_y_continuous(name="values",label=scales::comma_format(accuracy=.1)) +
ggtitle('Distribution of High Leverage Points and Normal Points')
model.null = lm(grand.mean.formula, data.train)
summary(model.null)
##
## Call:
## lm(formula = grand.mean.formula, data = data.train)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.115027 -0.023884 -0.003404 0.020669 0.190286
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.096903 0.000484 4332 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.03617 on 5583 degrees of freedom
Basic: http://www.stat.columbia.edu/~martin/W2024/R10.pdf Cross Validation + Other Metrics: http://www.sthda.com/english/articles/37-model-selection-essentials-in-r/154-stepwise-regression-essentials-in-r/
if (algo.forward.caret == TRUE){
set.seed(1)
returned = train.caret.glmselect(formula = formula
, data = data.train
, method = "leapForward"
, feature.names = feature.names)
model.forward = returned$model
id = returned$id
}
if (algo.forward.caret == TRUE){
test.model(model=model.forward, test=data.test
,method = 'leapForward',subopt = NULL
,formula = formula, feature.names = feature.names, label.names = label.names
,id = id
,draw.limits = TRUE, transformation = t)
}
if (algo.backward.caret == TRUE){
set.seed(1)
returned = train.caret.glmselect(formula = formula
,data = data.train
,method = "leapBackward"
,feature.names = feature.names)
model.backward = returned$model
id = returned$id
}
if (algo.backward.caret == TRUE){
test.model(model.backward, data.test
,method = 'leapBackward',subopt = NULL
,formula = formula, feature.names = feature.names, label.names = label.names
,id = id
,draw.limits = TRUE, transformation = t)
}
if (algo.stepwise.caret == TRUE){
set.seed(1)
returned = train.caret.glmselect(formula = formula
,data = data.train
,method = "leapSeq"
,feature.names = feature.names)
model.stepwise = returned$model
id = returned$id
}
if (algo.stepwise.caret == TRUE){
test.model(model.stepwise, data.test
,method = 'leapSeq',subopt = NULL
,formula = formula, feature.names = feature.names, label.names = label.names
,id = id
,draw.limits = TRUE, transformation = t)
}
if (algo.LASSO.caret == TRUE){
set.seed(1)
tune.grid= expand.grid(alpha = 1,lambda = 10^seq(from=-4,to=-2,length=100))
returned = train.caret.glmselect(formula = formula
,data = data.train
,method = "glmnet"
,subopt = 'LASSO'
,tune.grid = tune.grid
,feature.names = feature.names)
model.LASSO.caret = returned$model
}
## Warning in nominalTrainWorkflow(x = x, y = y, wts = weights, info = trainInfo, : There were missing values in resampled
## performance measures.
## Aggregating results
## Selecting tuning parameters
## Fitting alpha = 1, lambda = 0.000705 on full training set
## glmnet
##
## 5584 samples
## 3834 predictors
##
## No pre-processing
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 5026, 5026, 5026, 5025, 5025, 5026, ...
## Resampling results across tuning parameters:
##
## lambda RMSE Rsquared MAE
## 0.0001000000 0.04195541 0.07102587 0.03303970
## 0.0001047616 0.04156132 0.07257235 0.03271569
## 0.0001097499 0.04117001 0.07416359 0.03239167
## 0.0001149757 0.04079102 0.07581149 0.03207722
## 0.0001204504 0.04041299 0.07753869 0.03176453
## 0.0001261857 0.04004524 0.07932264 0.03145593
## 0.0001321941 0.03968102 0.08116836 0.03114892
## 0.0001384886 0.03933152 0.08301223 0.03085253
## 0.0001450829 0.03898610 0.08490077 0.03055782
## 0.0001519911 0.03865352 0.08681484 0.03027627
## 0.0001592283 0.03832425 0.08882535 0.02999558
## 0.0001668101 0.03800377 0.09095653 0.02972379
## 0.0001747528 0.03768759 0.09318248 0.02945567
## 0.0001830738 0.03738393 0.09547751 0.02919736
## 0.0001917910 0.03708678 0.09784467 0.02894273
## 0.0002009233 0.03680588 0.10022537 0.02869754
## 0.0002104904 0.03653024 0.10272642 0.02845838
## 0.0002205131 0.03626988 0.10519571 0.02823186
## 0.0002310130 0.03601665 0.10774230 0.02801359
## 0.0002420128 0.03577809 0.11026379 0.02781258
## 0.0002535364 0.03554751 0.11284068 0.02762023
## 0.0002656088 0.03533141 0.11540041 0.02744039
## 0.0002782559 0.03512459 0.11797405 0.02726792
## 0.0002915053 0.03493206 0.12051824 0.02710201
## 0.0003053856 0.03474831 0.12309909 0.02694054
## 0.0003199267 0.03457613 0.12568296 0.02679233
## 0.0003351603 0.03441525 0.12821315 0.02665571
## 0.0003511192 0.03426814 0.13063839 0.02653108
## 0.0003678380 0.03413118 0.13302177 0.02641787
## 0.0003853529 0.03400653 0.13529916 0.02631477
## 0.0004037017 0.03389119 0.13754358 0.02621698
## 0.0004229243 0.03378486 0.13977281 0.02612366
## 0.0004430621 0.03368722 0.14197246 0.02604209
## 0.0004641589 0.03359975 0.14405629 0.02597057
## 0.0004862602 0.03352384 0.14595213 0.02590934
## 0.0005094138 0.03345420 0.14785820 0.02585316
## 0.0005336699 0.03339454 0.14960729 0.02580694
## 0.0005590810 0.03334503 0.15116000 0.02577023
## 0.0005857021 0.03330695 0.15243992 0.02574096
## 0.0006135907 0.03327623 0.15362203 0.02571433
## 0.0006428073 0.03325532 0.15456514 0.02569593
## 0.0006734151 0.03324124 0.15540700 0.02568540
## 0.0007054802 0.03323864 0.15585613 0.02568767
## 0.0007390722 0.03324020 0.15628671 0.02569680
## 0.0007742637 0.03325175 0.15632321 0.02571610
## 0.0008111308 0.03327013 0.15612657 0.02573980
## 0.0008497534 0.03329846 0.15544814 0.02576816
## 0.0008902151 0.03333102 0.15461202 0.02579703
## 0.0009326033 0.03337064 0.15337494 0.02583100
## 0.0009770100 0.03340689 0.15234980 0.02586319
## 0.0010235310 0.03344909 0.15094450 0.02589939
## 0.0010722672 0.03349188 0.14950027 0.02593583
## 0.0011233240 0.03353965 0.14770300 0.02597952
## 0.0011768120 0.03358815 0.14586375 0.02602456
## 0.0012328467 0.03364371 0.14352601 0.02607536
## 0.0012915497 0.03369574 0.14141654 0.02612118
## 0.0013530478 0.03375273 0.13891430 0.02617054
## 0.0014174742 0.03380830 0.13650624 0.02621816
## 0.0014849683 0.03386870 0.13372806 0.02626904
## 0.0015556761 0.03393143 0.13077711 0.02631986
## 0.0016297508 0.03399985 0.12736635 0.02637531
## 0.0017073526 0.03407113 0.12367726 0.02643117
## 0.0017886495 0.03414721 0.11957078 0.02649002
## 0.0018738174 0.03422135 0.11553236 0.02654715
## 0.0019630407 0.03429746 0.11125394 0.02660583
## 0.0020565123 0.03436419 0.10764100 0.02665443
## 0.0021544347 0.03443281 0.10381487 0.02670513
## 0.0022570197 0.03449209 0.10066728 0.02674773
## 0.0023644894 0.03455204 0.09739818 0.02679101
## 0.0024770764 0.03459715 0.09525448 0.02682348
## 0.0025950242 0.03464238 0.09307494 0.02685650
## 0.0027185882 0.03468006 0.09151857 0.02688465
## 0.0028480359 0.03471736 0.08999747 0.02691324
## 0.0029836472 0.03475285 0.08867288 0.02694154
## 0.0031257158 0.03479058 0.08720490 0.02697140
## 0.0032745492 0.03483163 0.08550442 0.02700361
## 0.0034304693 0.03487644 0.08350976 0.02703893
## 0.0035938137 0.03491999 0.08164977 0.02707264
## 0.0037649358 0.03496645 0.07955484 0.02710850
## 0.0039442061 0.03500990 0.07776741 0.02714086
## 0.0041320124 0.03505427 0.07591406 0.02717345
## 0.0043287613 0.03509742 0.07423067 0.02720482
## 0.0045348785 0.03514104 0.07255432 0.02723662
## 0.0047508102 0.03517487 0.07206584 0.02726066
## 0.0049770236 0.03520822 0.07182652 0.02728388
## 0.0052140083 0.03524249 0.07182349 0.02730723
## 0.0054622772 0.03528004 0.07182349 0.02733308
## 0.0057223677 0.03532120 0.07182349 0.02736073
## 0.0059948425 0.03536632 0.07182349 0.02739080
## 0.0062802914 0.03541578 0.07182349 0.02742393
## 0.0065793322 0.03546998 0.07182349 0.02746067
## 0.0068926121 0.03552937 0.07182349 0.02750233
## 0.0072208090 0.03559444 0.07182349 0.02754724
## 0.0075646333 0.03566572 0.07182349 0.02759618
## 0.0079248290 0.03574379 0.07182349 0.02765026
## 0.0083021757 0.03582927 0.07182349 0.02771092
## 0.0086974900 0.03592286 0.07182349 0.02777801
## 0.0091116276 0.03602529 0.07182349 0.02785179
## 0.0095454846 0.03612768 0.05828714 0.02792606
## 0.0100000000 0.03614602 NaN 0.02793882
##
## Tuning parameter 'alpha' was held constant at a value of 1
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were alpha = 1 and lambda = 0.0007054802.
## alpha lambda
## 43 1 0.0007054802
## alpha lambda RMSE Rsquared MAE RMSESD RsquaredSD MAESD
## 1 1 0.0001000000 0.04195541 0.07102587 0.03303970 0.001459104 0.01958226 0.0009367497
## 2 1 0.0001047616 0.04156132 0.07257235 0.03271569 0.001450678 0.01961516 0.0009360998
## 3 1 0.0001097499 0.04117001 0.07416359 0.03239167 0.001438370 0.01960876 0.0009335227
## 4 1 0.0001149757 0.04079102 0.07581149 0.03207722 0.001427410 0.01957816 0.0009310240
## 5 1 0.0001204504 0.04041299 0.07753869 0.03176453 0.001414470 0.01953227 0.0009272941
## 6 1 0.0001261857 0.04004524 0.07932264 0.03145593 0.001403545 0.01944666 0.0009268532
## 7 1 0.0001321941 0.03968102 0.08116836 0.03114892 0.001388626 0.01930811 0.0009232843
## 8 1 0.0001384886 0.03933152 0.08301223 0.03085253 0.001376829 0.01916662 0.0009223793
## 9 1 0.0001450829 0.03898610 0.08490077 0.03055782 0.001361887 0.01897457 0.0009174996
## 10 1 0.0001519911 0.03865352 0.08681484 0.03027627 0.001351754 0.01882839 0.0009179252
## 11 1 0.0001592283 0.03832425 0.08882535 0.02999558 0.001340451 0.01865980 0.0009180821
## 12 1 0.0001668101 0.03800377 0.09095653 0.02972379 0.001332537 0.01853610 0.0009133729
## 13 1 0.0001747528 0.03768759 0.09318248 0.02945567 0.001322848 0.01837179 0.0009053126
## 14 1 0.0001830738 0.03738393 0.09547751 0.02919736 0.001315709 0.01821744 0.0008970668
## 15 1 0.0001917910 0.03708678 0.09784467 0.02894273 0.001305595 0.01801987 0.0008861502
## 16 1 0.0002009233 0.03680588 0.10022537 0.02869754 0.001298661 0.01789646 0.0008783505
## 17 1 0.0002104904 0.03653024 0.10272642 0.02845838 0.001292424 0.01779511 0.0008700242
## 18 1 0.0002205131 0.03626988 0.10519571 0.02823186 0.001289960 0.01774511 0.0008664827
## 19 1 0.0002310130 0.03601665 0.10774230 0.02801359 0.001287151 0.01767812 0.0008617531
## 20 1 0.0002420128 0.03577809 0.11026379 0.02781258 0.001284935 0.01758420 0.0008551562
## 21 1 0.0002535364 0.03554751 0.11284068 0.02762023 0.001281558 0.01742551 0.0008466514
## 22 1 0.0002656088 0.03533141 0.11540041 0.02744039 0.001276634 0.01719066 0.0008390374
## 23 1 0.0002782559 0.03512459 0.11797405 0.02726792 0.001269536 0.01690288 0.0008306701
## 24 1 0.0002915053 0.03493206 0.12051824 0.02710201 0.001263303 0.01652875 0.0008222116
## 25 1 0.0003053856 0.03474831 0.12309909 0.02694054 0.001256824 0.01612148 0.0008149410
## 26 1 0.0003199267 0.03457613 0.12568296 0.02679233 0.001251522 0.01579752 0.0008107986
## 27 1 0.0003351603 0.03441525 0.12821315 0.02665571 0.001244974 0.01544403 0.0008094408
## 28 1 0.0003511192 0.03426814 0.13063839 0.02653108 0.001240721 0.01526439 0.0008098636
## 29 1 0.0003678380 0.03413118 0.13302177 0.02641787 0.001236325 0.01513458 0.0008095883
## 30 1 0.0003853529 0.03400653 0.13529916 0.02631477 0.001230881 0.01505895 0.0008093764
## 31 1 0.0004037017 0.03389119 0.13754358 0.02621698 0.001227345 0.01502166 0.0008120785
## 32 1 0.0004229243 0.03378486 0.13977281 0.02612366 0.001221950 0.01509007 0.0008095539
## 33 1 0.0004430621 0.03368722 0.14197246 0.02604209 0.001216883 0.01525853 0.0008040057
## 34 1 0.0004641589 0.03359975 0.14405629 0.02597057 0.001211268 0.01536447 0.0008000277
## 35 1 0.0004862602 0.03352384 0.14595213 0.02590934 0.001207110 0.01544388 0.0007931478
## 36 1 0.0005094138 0.03345420 0.14785820 0.02585316 0.001203426 0.01552120 0.0007894721
## 37 1 0.0005336699 0.03339454 0.14960729 0.02580694 0.001199628 0.01559076 0.0007838788
## 38 1 0.0005590810 0.03334503 0.15116000 0.02577023 0.001195281 0.01562893 0.0007786518
## 39 1 0.0005857021 0.03330695 0.15243992 0.02574096 0.001190948 0.01573932 0.0007720151
## 40 1 0.0006135907 0.03327623 0.15362203 0.02571433 0.001188830 0.01578519 0.0007671006
## 41 1 0.0006428073 0.03325532 0.15456514 0.02569593 0.001191487 0.01580354 0.0007688688
## 42 1 0.0006734151 0.03324124 0.15540700 0.02568540 0.001195122 0.01609024 0.0007666164
## 43 1 0.0007054802 0.03323864 0.15585613 0.02568767 0.001198994 0.01638949 0.0007633418
## 44 1 0.0007390722 0.03324020 0.15628671 0.02569680 0.001204488 0.01699978 0.0007620281
## 45 1 0.0007742637 0.03325175 0.15632321 0.02571610 0.001212527 0.01750994 0.0007643122
## 46 1 0.0008111308 0.03327013 0.15612657 0.02573980 0.001225609 0.01840117 0.0007683976
## 47 1 0.0008497534 0.03329846 0.15544814 0.02576816 0.001239291 0.01916417 0.0007770070
## 48 1 0.0008902151 0.03333102 0.15461202 0.02579703 0.001250976 0.02009324 0.0007847590
## 49 1 0.0009326033 0.03337064 0.15337494 0.02583100 0.001262914 0.02084503 0.0007919635
## 50 1 0.0009770100 0.03340689 0.15234980 0.02586319 0.001270414 0.02172424 0.0007947319
## 51 1 0.0010235310 0.03344909 0.15094450 0.02589939 0.001277857 0.02242244 0.0007970347
## 52 1 0.0010722672 0.03349188 0.14950027 0.02593583 0.001289031 0.02315547 0.0008056360
## 53 1 0.0011233240 0.03353965 0.14770300 0.02597952 0.001303516 0.02369562 0.0008153294
## 54 1 0.0011768120 0.03358815 0.14586375 0.02602456 0.001315970 0.02436655 0.0008255987
## 55 1 0.0012328467 0.03364371 0.14352601 0.02607536 0.001329134 0.02494793 0.0008371052
## 56 1 0.0012915497 0.03369574 0.14141654 0.02612118 0.001337715 0.02560774 0.0008449080
## 57 1 0.0013530478 0.03375273 0.13891430 0.02617054 0.001344309 0.02604731 0.0008519988
## 58 1 0.0014174742 0.03380830 0.13650624 0.02621816 0.001347419 0.02633647 0.0008565001
## 59 1 0.0014849683 0.03386870 0.13372806 0.02626904 0.001349658 0.02635780 0.0008615742
## 60 1 0.0015556761 0.03393143 0.13077711 0.02631986 0.001348182 0.02623494 0.0008640095
## 61 1 0.0016297508 0.03399985 0.12736635 0.02637531 0.001346959 0.02595198 0.0008674359
## 62 1 0.0017073526 0.03407113 0.12367726 0.02643117 0.001345430 0.02554843 0.0008704276
## 63 1 0.0017886495 0.03414721 0.11957078 0.02649002 0.001344108 0.02500865 0.0008738948
## 64 1 0.0018738174 0.03422135 0.11553236 0.02654715 0.001341518 0.02439243 0.0008759446
## 65 1 0.0019630407 0.03429746 0.11125394 0.02660583 0.001339475 0.02360745 0.0008785478
## 66 1 0.0020565123 0.03436419 0.10764100 0.02665443 0.001334786 0.02306033 0.0008808081
## 67 1 0.0021544347 0.03443281 0.10381487 0.02670513 0.001331375 0.02243217 0.0008849261
## 68 1 0.0022570197 0.03449209 0.10066728 0.02674773 0.001326610 0.02213115 0.0008857638
## 69 1 0.0023644894 0.03455204 0.09739818 0.02679101 0.001322862 0.02169475 0.0008864879
## 70 1 0.0024770764 0.03459715 0.09525448 0.02682348 0.001317260 0.02163675 0.0008848667
## 71 1 0.0025950242 0.03464238 0.09307494 0.02685650 0.001312455 0.02142086 0.0008829355
## 72 1 0.0027185882 0.03468006 0.09151857 0.02688465 0.001306810 0.02130278 0.0008782102
## 73 1 0.0028480359 0.03471736 0.08999747 0.02691324 0.001302219 0.02098757 0.0008735378
## 74 1 0.0029836472 0.03475285 0.08867288 0.02694154 0.001297911 0.02083418 0.0008692855
## 75 1 0.0031257158 0.03479058 0.08720490 0.02697140 0.001294110 0.02058677 0.0008657098
## 76 1 0.0032745492 0.03483163 0.08550442 0.02700361 0.001290494 0.02033117 0.0008622698
## 77 1 0.0034304693 0.03487644 0.08350976 0.02703893 0.001286780 0.02004310 0.0008588076
## 78 1 0.0035938137 0.03491999 0.08164977 0.02707264 0.001284441 0.01977327 0.0008557816
## 79 1 0.0037649358 0.03496645 0.07955484 0.02710850 0.001282947 0.01951500 0.0008530227
## 80 1 0.0039442061 0.03500990 0.07776741 0.02714086 0.001280843 0.01931392 0.0008506999
## 81 1 0.0041320124 0.03505427 0.07591406 0.02717345 0.001279515 0.01893301 0.0008496673
## 82 1 0.0043287613 0.03509742 0.07423067 0.02720482 0.001277556 0.01854913 0.0008489139
## 83 1 0.0045348785 0.03514104 0.07255432 0.02723662 0.001276579 0.01820793 0.0008485238
## 84 1 0.0047508102 0.03517487 0.07206584 0.02726066 0.001276569 0.01846057 0.0008478353
## 85 1 0.0049770236 0.03520822 0.07182652 0.02728388 0.001277712 0.01838908 0.0008486115
## 86 1 0.0052140083 0.03524249 0.07182349 0.02730723 0.001277904 0.01838854 0.0008485098
## 87 1 0.0054622772 0.03528004 0.07182349 0.02733308 0.001278174 0.01838854 0.0008487354
## 88 1 0.0057223677 0.03532120 0.07182349 0.02736073 0.001278532 0.01838854 0.0008490155
## 89 1 0.0059948425 0.03536632 0.07182349 0.02739080 0.001278990 0.01838854 0.0008496241
## 90 1 0.0062802914 0.03541578 0.07182349 0.02742393 0.001279559 0.01838854 0.0008502809
## 91 1 0.0065793322 0.03546998 0.07182349 0.02746067 0.001280253 0.01838854 0.0008512851
## 92 1 0.0068926121 0.03552937 0.07182349 0.02750233 0.001281087 0.01838854 0.0008526705
## 93 1 0.0072208090 0.03559444 0.07182349 0.02754724 0.001282076 0.01838854 0.0008541084
## 94 1 0.0075646333 0.03566572 0.07182349 0.02759618 0.001283238 0.01838854 0.0008545241
## 95 1 0.0079248290 0.03574379 0.07182349 0.02765026 0.001284592 0.01838854 0.0008552613
## 96 1 0.0083021757 0.03582927 0.07182349 0.02771092 0.001286158 0.01838854 0.0008558940
## 97 1 0.0086974900 0.03592286 0.07182349 0.02777801 0.001287959 0.01838854 0.0008562066
## 98 1 0.0091116276 0.03602529 0.07182349 0.02785179 0.001290019 0.01838854 0.0008563049
## 99 1 0.0095454846 0.03612768 0.05828714 0.02792606 0.001293430 0.01168110 0.0008585976
## 100 1 0.0100000000 0.03614602 NaN 0.02793882 0.001285343 NA 0.0008525567
## Warning: Removed 1 rows containing missing values (geom_path).
## Warning: Removed 1 rows containing missing values (geom_point).
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## [1] "Coefficients"
## model.coef
## (Intercept) 2.096739e+00
## PC2 -1.428236e-04
## PC3 4.851071e-05
## PC6 9.140815e-05
## PC8 -5.366457e-05
## PC9 -2.379579e-04
## PC10 3.508204e-05
## PC12 8.407967e-05
## PC19 2.681497e-05
## PC21 5.241388e-05
## PC22 -1.697487e-07
## PC23 2.410842e-07
## PC26 9.606954e-06
## PC27 2.435049e-04
## PC33 -4.634162e-05
## PC38 -2.338109e-04
## PC39 2.251467e-05
## PC43 -9.466010e-05
## PC45 -1.499894e-04
## PC46 -6.454452e-05
## PC47 -4.804254e-05
## PC49 6.712332e-05
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## PC3834 1.925088e-04
if (algo.LASSO.caret == TRUE){
test.model(model.LASSO.caret, data.test
,method = 'glmnet',subopt = "LASSO"
,formula = formula, feature.names = feature.names, label.names = label.names
,draw.limits = TRUE, transformation = t)
}
## [1] "Summary of predicted values: "
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 2.054 2.087 2.096 2.096 2.105 2.139
## [1] "glmnet LASSO Test MSE: 0.00109281952782543"
if (algo.LARS.caret == TRUE){
set.seed(1)
returned = train.caret.glmselect(formula = formula
,data = data.train
,method = "lars"
,subopt = 'NULL'
,feature.names = feature.names)
model.LARS.caret = returned$model
}
## Warning in nominalTrainWorkflow(x = x, y = y, wts = weights, info = trainInfo, : There were missing values in resampled
## performance measures.
## Aggregating results
## Selecting tuning parameters
## Fitting fraction = 0.0808 on full training set
## Least Angle Regression
##
## 5584 samples
## 3834 predictors
##
## Pre-processing: centered (3834), scaled (3834)
## Resampling: Cross-Validated (10 fold)
## Summary of sample sizes: 5026, 5026, 5026, 5025, 5025, 5026, ...
## Resampling results across tuning parameters:
##
## fraction RMSE Rsquared MAE
## 0.00000000 0.03614602 NaN 0.02793882
## 0.01010101 0.03412208 0.12099159 0.02647134
## 0.02020202 0.03363030 0.14421683 0.02606440
## 0.03030303 0.03345745 0.15083598 0.02590395
## 0.04040404 0.03336345 0.15369024 0.02582483
## 0.05050505 0.03329556 0.15562303 0.02576440
## 0.06060606 0.03325590 0.15642350 0.02572336
## 0.07070707 0.03323891 0.15636070 0.02569551
## 0.08080808 0.03323445 0.15596827 0.02568158
## 0.09090909 0.03324356 0.15518459 0.02568517
## 0.10101010 0.03326178 0.15422408 0.02570109
## 0.11111111 0.03329038 0.15302514 0.02572556
## 0.12121212 0.03332353 0.15186099 0.02575408
## 0.13131313 0.03336427 0.15054998 0.02578513
## 0.14141414 0.03341673 0.14890949 0.02582456
## 0.15151515 0.03347413 0.14726403 0.02586899
## 0.16161616 0.03353390 0.14569973 0.02591807
## 0.17171717 0.03360137 0.14400282 0.02597285
## 0.18181818 0.03367550 0.14223020 0.02603291
## 0.19191919 0.03375706 0.14034670 0.02609945
## 0.20202020 0.03384178 0.13853451 0.02617479
## 0.21212121 0.03393073 0.13674280 0.02625357
## 0.22222222 0.03402660 0.13489165 0.02633530
## 0.23232323 0.03412861 0.13302736 0.02641921
## 0.24242424 0.03423440 0.13121851 0.02650609
## 0.25252525 0.03434954 0.12926701 0.02660335
## 0.26262626 0.03447091 0.12729949 0.02670584
## 0.27272727 0.03459820 0.12534557 0.02681517
## 0.28282828 0.03473529 0.12328208 0.02693394
## 0.29292929 0.03487973 0.12119477 0.02706040
## 0.30303030 0.03502922 0.11917215 0.02718943
## 0.31313131 0.03518457 0.11717980 0.02732082
## 0.32323232 0.03534743 0.11518984 0.02745493
## 0.33333333 0.03551919 0.11314845 0.02759852
## 0.34343434 0.03569982 0.11107159 0.02775028
## 0.35353535 0.03588767 0.10902137 0.02790618
## 0.36363636 0.03608283 0.10699006 0.02807150
## 0.37373737 0.03628430 0.10500271 0.02824479
## 0.38383838 0.03649446 0.10300332 0.02842774
## 0.39393939 0.03671310 0.10097981 0.02861941
## 0.40404040 0.03693829 0.09900475 0.02881508
## 0.41414141 0.03717255 0.09706990 0.02901948
## 0.42424242 0.03741549 0.09517411 0.02922867
## 0.43434343 0.03766719 0.09329063 0.02944441
## 0.44444444 0.03792907 0.09139484 0.02966626
## 0.45454545 0.03819811 0.08956986 0.02989314
## 0.46464646 0.03847409 0.08782936 0.03012770
## 0.47474747 0.03875597 0.08614954 0.03036809
## 0.48484848 0.03904735 0.08448522 0.03061224
## 0.49494949 0.03934871 0.08283387 0.03086796
## 0.50505051 0.03966015 0.08118754 0.03113190
## 0.51515152 0.03998190 0.07955121 0.03140297
## 0.52525253 0.04031320 0.07793536 0.03168070
## 0.53535354 0.04065345 0.07635971 0.03196363
## 0.54545455 0.04100287 0.07482115 0.03225295
## 0.55555556 0.04136130 0.07332994 0.03254955
## 0.56565657 0.04172986 0.07186342 0.03285313
## 0.57575758 0.04210805 0.07040099 0.03316203
## 0.58585859 0.04249602 0.06895057 0.03347679
## 0.59595960 0.04289090 0.06751755 0.03379839
## 0.60606061 0.04329106 0.06617020 0.03412779
## 0.61616162 0.04370176 0.06485527 0.03446531
## 0.62626263 0.04412417 0.06353725 0.03480966
## 0.63636364 0.04455695 0.06222916 0.03516049
## 0.64646465 0.04499866 0.06095125 0.03552160
## 0.65656566 0.04544714 0.05974688 0.03589093
## 0.66666667 0.04590403 0.05858466 0.03626851
## 0.67676768 0.04637045 0.05743342 0.03665321
## 0.68686869 0.04684638 0.05630017 0.03704523
## 0.69696970 0.04733309 0.05516893 0.03744509
## 0.70707071 0.04783091 0.05405644 0.03785427
## 0.71717172 0.04834049 0.05295381 0.03827293
## 0.72727273 0.04885665 0.05190697 0.03869611
## 0.73737374 0.04938077 0.05088336 0.03912374
## 0.74747475 0.04991289 0.04988046 0.03955557
## 0.75757576 0.05045466 0.04888743 0.03999347
## 0.76767677 0.05100590 0.04788913 0.04043676
## 0.77777778 0.05156288 0.04691712 0.04088403
## 0.78787879 0.05212311 0.04599740 0.04133287
## 0.79797980 0.05268714 0.04512303 0.04178240
## 0.80808081 0.05325811 0.04426342 0.04223516
## 0.81818182 0.05383721 0.04342280 0.04269052
## 0.82828283 0.05442342 0.04259101 0.04314916
## 0.83838384 0.05501489 0.04177016 0.04360894
## 0.84848485 0.05561262 0.04097571 0.04407398
## 0.85858586 0.05621462 0.04021479 0.04454186
## 0.86868687 0.05682232 0.03948171 0.04501306
## 0.87878788 0.05743433 0.03876597 0.04548605
## 0.88888889 0.05804923 0.03807391 0.04595848
## 0.89898990 0.05866711 0.03740470 0.04643396
## 0.90909091 0.05929067 0.03675401 0.04691400
## 0.91919192 0.05992245 0.03610439 0.04739987
## 0.92929293 0.06056368 0.03545872 0.04789449
## 0.93939394 0.06121115 0.03482724 0.04839363
## 0.94949495 0.06185938 0.03422280 0.04889492
## 0.95959596 0.06250725 0.03362856 0.04939636
## 0.96969697 0.06315920 0.03303517 0.04990153
## 0.97979798 0.06381601 0.03246105 0.05041150
## 0.98989899 0.06447466 0.03191967 0.05092105
## 1.00000000 0.06513655 0.03138819 0.05143082
##
## RMSE was used to select the optimal model using the smallest value.
## The final value used for the model was fraction = 0.08080808.
## fraction
## 9 0.08080808
## Warning: Removed 1 rows containing missing values (geom_point).
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## [1] "Coefficients"
## PC2 PC3 PC6 PC8 PC9 PC10 PC12 PC19
## -8.004162e-04 2.654810e-04 4.990547e-04 -2.906030e-04 -1.325741e-03 1.871507e-04 4.597709e-04 1.366118e-04
## PC21 PC26 PC27 PC33 PC38 PC39 PC43 PC45
## 2.776170e-04 4.049822e-05 1.316474e-03 -2.375400e-04 -1.240783e-03 1.091559e-04 -4.895984e-04 -7.855712e-04
## PC46 PC47 PC49 PC52 PC55 PC56 PC60 PC64
## -3.315586e-04 -2.409824e-04 3.420571e-04 3.719029e-05 7.250361e-05 -6.268380e-04 -6.420020e-04 2.860344e-04
## PC65 PC67 PC70 PC84 PC85 PC86 PC87 PC89
## -1.178817e-03 9.673413e-05 5.522072e-04 -1.430184e-04 3.286176e-04 -1.713509e-03 7.875635e-06 -4.850829e-04
## PC91 PC92 PC98 PC99 PC106 PC108 PC109 PC116
## 2.010003e-04 -7.261533e-04 7.877658e-04 -1.173452e-03 -3.262732e-04 -2.229796e-04 3.330590e-04 -3.781648e-05
## PC117 PC120 PC122 PC124 PC126 PC127 PC129 PC131
## -1.759594e-04 1.058353e-04 8.744365e-04 -5.343091e-04 -2.413146e-04 3.200860e-04 2.379043e-04 -3.292061e-04
## PC134 PC136 PC146 PC148 PC149 PC151 PC157 PC158
## 1.325743e-03 1.943681e-04 3.395449e-04 -5.278489e-04 4.077174e-04 4.798993e-04 1.620341e-03 -7.090789e-04
## PC164 PC165 PC168 PC171 PC174 PC177 PC181 PC182
## -7.994394e-04 -2.320777e-04 2.733215e-04 -4.702615e-04 4.745889e-04 -5.822521e-04 1.654385e-03 3.237850e-05
## PC185 PC186 PC187 PC189 PC190 PC192 PC195 PC196
## 2.623333e-04 1.624184e-03 6.861502e-04 -4.731372e-06 -6.687744e-04 1.141187e-03 4.976305e-04 -4.587299e-04
## PC197 PC199 PC200 PC202 PC204 PC208 PC209 PC210
## 1.615296e-03 1.430625e-04 4.936429e-04 2.054681e-04 4.892637e-04 -2.606596e-04 5.185912e-05 8.718407e-04
## PC214 PC215 PC216 PC218 PC219 PC221 PC222 PC224
## -7.231116e-05 -1.189918e-03 -3.413057e-04 1.066144e-04 5.316978e-04 7.888621e-04 1.696682e-04 -6.079805e-04
## PC225 PC228 PC229 PC230 PC231 PC232 PC233 PC237
## 8.532239e-04 -3.035106e-03 8.443247e-05 -1.131283e-03 -3.862567e-03 1.771607e-03 9.660704e-04 2.123413e-03
## PC238 PC239 PC240 PC242 PC266 PC274 PC280 PC285
## 1.954995e-03 -8.806697e-03 6.416467e-04 1.140803e-04 7.124886e-05 -7.835263e-05 5.138295e-05 -6.485120e-04
## PC287 PC293 PC296 PC303 PC320 PC329 PC339 PC356
## -9.155980e-05 -2.999104e-04 4.053917e-04 1.954498e-06 -5.207708e-05 4.317328e-05 2.458952e-04 1.983434e-04
## PC357 PC368 PC371 PC390 PC393 PC409 PC415 PC450
## 5.302503e-04 2.629153e-05 -5.088446e-05 1.016046e-04 -6.136739e-05 -2.922808e-04 -3.368086e-04 4.945186e-04
## PC454 PC472 PC481 PC495 PC499 PC515 PC520 PC543
## -1.987271e-05 -2.856439e-04 -6.986353e-05 3.466296e-04 8.924158e-06 1.510751e-04 8.101785e-05 -7.466996e-05
## PC550 PC558 PC566 PC574 PC623 PC634 PC643 PC645
## 2.700256e-04 1.545332e-04 2.883449e-04 -3.729267e-05 2.237120e-05 -2.880654e-06 -8.570042e-05 1.202151e-04
## PC652 PC657 PC669 PC679 PC693 PC696 PC697 PC723
## -2.910828e-04 -5.509901e-06 -8.723791e-05 1.680018e-04 2.027311e-04 -1.907963e-04 3.183768e-04 -4.777708e-05
## PC728 PC733 PC741 PC745 PC747 PC751 PC762 PC766
## -8.524300e-05 1.310801e-05 -1.242125e-04 -2.081413e-05 9.100760e-05 4.565036e-04 -1.762179e-04 3.444448e-04
## PC770 PC774 PC792 PC797 PC804 PC817 PC825 PC828
## 3.845370e-04 1.744497e-04 2.819838e-04 -9.701303e-05 3.151456e-04 1.963864e-06 -6.084854e-05 1.228494e-04
## PC834 PC835 PC841 PC842 PC845 PC847 PC849 PC875
## 2.847866e-05 -2.695585e-04 -2.225560e-04 2.710492e-04 -1.198770e-04 2.256530e-04 2.293055e-04 3.985901e-05
## PC885 PC893 PC896 PC904 PC929 PC930 PC935 PC942
## 5.829188e-04 -4.054869e-05 1.696681e-04 -5.422001e-04 -2.954777e-04 -8.129409e-05 -1.783018e-04 -4.915886e-04
## PC946 PC965 PC967 PC979 PC980 PC982 PC1002 PC1004
## 1.005158e-04 2.332678e-04 9.113381e-05 -1.274825e-04 2.497594e-04 -1.480287e-04 -5.253062e-04 -2.575833e-05
## PC1016 PC1022 PC1025 PC1027 PC1029 PC1040 PC1044 PC1051
## -1.319661e-04 -5.755601e-05 -6.339250e-06 4.949600e-04 -8.320487e-06 -3.914149e-04 -6.420366e-04 -9.908099e-05
## PC1066 PC1079 PC1095 PC1109 PC1131 PC1141 PC1150 PC1151
## 2.723565e-05 2.968829e-04 -1.418124e-04 -2.949569e-05 1.897521e-04 -8.540002e-05 1.355476e-04 1.035563e-04
## PC1160 PC1167 PC1169 PC1175 PC1181 PC1182 PC1198 PC1200
## -2.772511e-04 2.339984e-04 4.470372e-04 2.307289e-04 4.020509e-05 -5.570948e-04 2.938748e-04 1.650273e-04
## PC1214 PC1225 PC1230 PC1235 PC1243 PC1256 PC1261 PC1265
## 2.501293e-04 1.233318e-04 -4.896681e-04 -5.991114e-04 -5.805782e-05 -1.222623e-04 4.717436e-05 8.906898e-05
## PC1268 PC1270 PC1289 PC1298 PC1300 PC1302 PC1309 PC1339
## -1.809896e-04 6.601542e-05 4.325488e-04 1.687216e-04 -2.644663e-05 4.022664e-05 1.083803e-04 -8.896271e-05
## PC1343 PC1352 PC1355 PC1365 PC1379 PC1388 PC1397 PC1409
## -2.103927e-04 4.013245e-05 -1.443218e-05 -1.620801e-05 6.539581e-04 -2.279824e-04 5.109512e-05 -5.472863e-05
## PC1420 PC1433 PC1448 PC1450 PC1483 PC1495 PC1501 PC1519
## -3.959873e-04 2.548167e-04 2.019299e-04 -1.166666e-04 -5.064158e-04 4.433981e-04 1.747982e-04 -2.857129e-04
## PC1521 PC1528 PC1532 PC1535 PC1536 PC1570 PC1580 PC1586
## 3.252702e-04 1.634820e-04 -6.872653e-04 -5.712046e-05 -2.363772e-04 6.304228e-04 -1.701705e-04 -1.483448e-04
## PC1603 PC1615 PC1620 PC1629 PC1657 PC1666 PC1674 PC1677
## 5.603010e-06 -1.899886e-04 -4.779186e-04 3.300751e-04 1.230634e-04 1.021741e-06 2.051782e-04 -2.096330e-04
## PC1708 PC1727 PC1728 PC1737 PC1758 PC1763 PC1764 PC1772
## -6.841088e-05 2.319760e-04 -2.835046e-04 2.694383e-04 7.624395e-05 4.942729e-05 2.467427e-04 -1.598444e-04
## PC1788 PC1798 PC1808 PC1815 PC1822 PC1827 PC1829 PC1835
## -6.188309e-06 -1.796443e-04 -5.822207e-04 7.489614e-05 -1.027173e-04 -5.811986e-05 7.809469e-05 1.201756e-04
## PC1836 PC1842 PC1843 PC1871 PC1874 PC1908 PC1914 PC1945
## 4.685967e-04 -2.668234e-05 -3.057110e-04 -1.855379e-04 7.234378e-05 6.158485e-05 -2.507701e-04 -5.573799e-06
## PC1947 PC1951 PC1956 PC1962 PC1963 PC1970 PC1971 PC1972
## 3.049105e-04 1.626525e-06 -1.459375e-06 -2.345962e-04 -7.531389e-05 -4.271750e-05 3.310924e-05 -3.152738e-04
## PC1978 PC1988 PC1989 PC2003 PC2028 PC2040 PC2041 PC2042
## 3.087048e-04 1.478317e-04 -6.750959e-05 -1.058098e-04 6.497890e-05 -4.575251e-05 3.677157e-04 4.694388e-05
## PC2050 PC2061 PC2086 PC2098 PC2106 PC2111 PC2112 PC2131
## -2.566752e-04 8.054559e-05 -2.070712e-05 -3.878536e-04 3.188527e-04 1.209857e-04 -3.581957e-04 3.542722e-04
## PC2137 PC2173 PC2187 PC2189 PC2192 PC2195 PC2211 PC2214
## 2.686370e-04 -5.338512e-05 4.142913e-05 -4.794043e-05 1.497097e-04 5.790751e-05 -1.889047e-04 -4.073220e-05
## PC2219 PC2227 PC2265 PC2275 PC2277 PC2323 PC2327 PC2342
## -6.026758e-05 -3.294167e-04 1.079650e-04 -1.807135e-04 -3.526737e-04 -1.178650e-04 1.148164e-04 1.752095e-04
## PC2371 PC2383 PC2391 PC2395 PC2403 PC2419 PC2424 PC2432
## -1.559294e-04 9.398396e-05 2.692942e-04 4.591647e-04 2.673514e-06 -7.337363e-05 1.661277e-04 1.162574e-04
## PC2434 PC2442 PC2446 PC2447 PC2456 PC2459 PC2467 PC2471
## -2.780779e-04 1.057172e-04 -1.612157e-05 1.994028e-04 1.035592e-04 -6.634262e-04 7.970126e-04 4.372694e-05
## PC2480 PC2494 PC2507 PC2511 PC2517 PC2533 PC2537 PC2540
## -2.895454e-04 6.734198e-05 4.452799e-04 -3.169798e-04 -7.711004e-05 2.055207e-04 -2.929576e-05 3.837015e-04
## PC2546 PC2549 PC2564 PC2569 PC2585 PC2592 PC2602 PC2613
## -2.206824e-04 1.613425e-04 -7.979721e-05 -2.130623e-04 1.388000e-04 8.300773e-05 8.911488e-06 9.669667e-05
## PC2620 PC2625 PC2627 PC2644 PC2649 PC2652 PC2655 PC2658
## 2.995082e-04 1.508657e-04 3.935540e-04 2.356026e-04 -1.424237e-04 1.175771e-04 5.775307e-05 -2.786237e-04
## PC2663 PC2666 PC2673 PC2681 PC2682 PC2684 PC2698 PC2719
## 9.940041e-05 1.616185e-04 7.387192e-05 8.804135e-05 1.723262e-04 -3.703711e-04 -2.894777e-05 -4.817152e-05
## PC2729 PC2750 PC2751 PC2776 PC2792 PC2794 PC2810 PC2825
## 1.101002e-04 -4.662259e-05 -2.956866e-04 3.701417e-04 1.102998e-05 5.325370e-05 2.804667e-05 3.433939e-05
## PC2834 PC2839 PC2848 PC2861 PC2869 PC2872 PC2891 PC2898
## -1.544253e-04 5.518077e-05 -1.810401e-04 -2.555597e-04 -2.399368e-05 -8.856818e-05 -3.880598e-04 -3.236739e-05
## PC2903 PC2907 PC2918 PC2923 PC2945 PC2949 PC2966 PC2979
## -9.753034e-05 -1.909721e-05 -1.095678e-04 -2.292393e-05 -7.979862e-05 2.946953e-05 -1.139238e-04 2.206424e-05
## PC2980 PC2985 PC2995 PC2996 PC3018 PC3023 PC3024 PC3038
## 1.764244e-04 1.400389e-04 -3.316690e-05 5.273643e-04 1.320300e-04 5.604056e-05 -1.421512e-04 -3.322492e-04
## PC3043 PC3054 PC3065 PC3070 PC3073 PC3089 PC3091 PC3101
## 1.372078e-04 3.510125e-05 -1.044306e-04 1.592927e-04 1.366377e-05 3.900469e-05 -1.819711e-04 -2.000689e-05
## PC3102 PC3108 PC3117 PC3125 PC3144 PC3145 PC3179 PC3195
## -1.488264e-04 -2.276738e-04 -3.374970e-05 2.738240e-04 -1.745160e-05 -1.344837e-04 2.565606e-04 2.218838e-04
## PC3205 PC3212 PC3254 PC3257 PC3265 PC3267 PC3269 PC3271
## -5.199821e-05 -4.374885e-04 2.548788e-04 2.061227e-04 -4.237577e-05 -5.923851e-05 -2.466612e-06 -1.689589e-05
## PC3278 PC3279 PC3283 PC3293 PC3296 PC3297 PC3312 PC3326
## -3.818941e-05 6.066712e-04 7.328185e-05 8.420457e-04 5.905764e-05 -7.917587e-05 -1.209523e-06 -3.246160e-04
## PC3340 PC3355 PC3392 PC3425 PC3453 PC3454 PC3484 PC3486
## 1.731063e-04 -1.388006e-05 1.990137e-04 -2.843654e-05 5.163718e-04 1.115123e-04 9.138379e-05 4.965082e-04
## PC3514 PC3544 PC3552 PC3554 PC3556 PC3565 PC3573 PC3575
## -1.475849e-04 -6.181202e-04 -1.378704e-04 -1.729725e-04 -1.032204e-04 -3.052695e-05 2.027981e-04 -2.953564e-04
## PC3577 PC3584 PC3628 PC3630 PC3641 PC3643 PC3646 PC3688
## -4.692023e-04 5.942637e-06 3.781128e-06 4.275447e-04 2.899060e-05 1.411027e-08 -6.562085e-05 5.128088e-05
## PC3695 PC3705 PC3726 PC3736 PC3739 PC3748 PC3786 PC3816
## -2.013434e-04 2.056923e-05 -1.183881e-04 5.514554e-04 -5.617650e-05 1.569267e-04 2.774374e-04 -1.533472e-04
## PC3819 PC3825 PC3827 PC3834
## -4.260913e-06 3.993113e-04 -7.112907e-05 3.208686e-04
if (algo.LARS.caret == TRUE){
test.model(model.LARS.caret, data.test
,method = 'lars',subopt = NULL
,formula = formula, feature.names = feature.names, label.names = label.names
,draw.limits = TRUE, transformation = t)
}
## [1] "Summary of predicted values: "
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 2.054 2.087 2.096 2.096 2.105 2.139
## [1] "lars Test MSE: 0.00109302341078057"
sessionInfo()
## R version 3.5.2 (2018-12-20)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows Server 2008 R2 x64 (build 7601) Service Pack 1
##
## Matrix products: default
##
## locale:
## [1] LC_COLLATE=English_United States.1252 LC_CTYPE=English_United States.1252 LC_MONETARY=English_United States.1252
## [4] LC_NUMERIC=C LC_TIME=English_United States.1252
##
## attached base packages:
## [1] parallel stats graphics grDevices utils datasets methods base
##
## other attached packages:
## [1] knitr_1.20 htmltools_0.3.6 reshape2_1.4.3 lars_1.2
## [5] doParallel_1.0.11 iterators_1.0.9 caret_6.0-81 leaps_3.0
## [9] ggforce_0.2.1 rlist_0.4.6.1 car_3.0-2 carData_3.0-2
## [13] bestNormalize_1.3.0 scales_1.0.0 onewaytests_2.0 caTools_1.17.1.1
## [17] mosaic_1.5.0 mosaicData_0.17.0 ggformula_0.9.1 ggstance_0.3.1
## [21] lattice_0.20-38 DT_0.4 ggiraphExtra_0.2.9 ggiraph_0.6.0
## [25] investr_1.4.0 glmnet_2.0-16 foreach_1.4.4 Matrix_1.2-15
## [29] MASS_7.3-51.1 PerformanceAnalytics_1.5.2 xts_0.10-2 zoo_1.8-2
## [33] forcats_0.3.0 stringr_1.3.1 dplyr_0.8.0.1 purrr_0.2.5
## [37] readr_1.1.1 tidyr_0.8.1 tibble_2.1.1 ggplot2_3.1.0
## [41] tidyverse_1.2.1 usdm_1.1-18 raster_2.8-19 sp_1.3-1
## [45] pacman_0.5.1
##
## loaded via a namespace (and not attached):
## [1] readxl_1.1.0 backports_1.1.2 plyr_1.8.4 lazyeval_0.2.1 splines_3.5.2 mycor_0.1.1
## [7] crosstalk_1.0.0 leaflet_2.0.2 digest_0.6.15 magrittr_1.5 mosaicCore_0.6.0 openxlsx_4.1.0
## [13] recipes_0.1.4 modelr_0.1.2 gower_0.1.2 colorspace_1.3-2 rvest_0.3.2 ggrepel_0.8.0
## [19] haven_1.1.2 crayon_1.3.4 jsonlite_1.5 survival_2.43-3 glue_1.3.1 polyclip_1.10-0
## [25] registry_0.5-1 gtable_0.2.0 ppcor_1.1 ipred_0.9-6 sjmisc_2.7.9 abind_1.4-5
## [31] rngtools_1.3.1 bibtex_0.4.2 Rcpp_1.0.1 xtable_1.8-2 foreign_0.8-71 stats4_3.5.2
## [37] lava_1.6.2 prodlim_2018.04.18 htmlwidgets_1.2 httr_1.3.1 RColorBrewer_1.1-2 pkgconfig_2.0.2
## [43] farver_1.1.0 nnet_7.3-12 labeling_0.3 tidyselect_0.2.5 rlang_0.3.1 later_0.7.3
## [49] munsell_0.5.0 cellranger_1.1.0 tools_3.5.2 cli_1.0.1 generics_0.0.2 moments_0.14
## [55] sjlabelled_1.0.17 broom_0.4.5 evaluate_0.10.1 ggdendro_0.1-20 yaml_2.1.19 ModelMetrics_1.1.0
## [61] zip_2.0.1 nlme_3.1-137 doRNG_1.7.1 mime_0.5 xml2_1.2.0 compiler_3.5.2
## [67] rstudioapi_0.7 curl_3.2 tweenr_1.0.1 stringi_1.2.3 highr_0.7 gdtools_0.1.7
## [73] psych_1.8.4 pillar_1.3.1 data.table_1.11.4 bitops_1.0-6 insight_0.1.2 httpuv_1.4.4.2
## [79] R6_2.2.2 promises_1.0.1 gridExtra_2.3 rio_0.5.16 codetools_0.2-15 assertthat_0.2.0
## [85] pkgmaker_0.27 rprojroot_1.3-2 withr_2.1.2 nortest_1.0-4 mnormt_1.5-5 mgcv_1.8-26
## [91] hms_0.4.2 quadprog_1.5-5 grid_3.5.2 rpart_4.1-13 timeDate_3043.102 class_7.3-14
## [97] rmarkdown_1.10 shiny_1.1.0 lubridate_1.7.4